UNITED STATES
SECURITIES AND EXCHANGE COMMISSION
Washington, D.C. 20549

FORM N-Q

QUARTERLY SCHEDULE OF PORTFOLIO HOLDINGS OF REGISTERED
MANAGEMENT INVESTMENT COMPANY

Item 1. Schedule of Investments

COHEN & STEERS QUALITY INCOME REALTY FUND, INC.

SCHEDULE OF INVESTMENTS

March 31, 2016 (Unaudited)

1

2

3

4

5

Glossary of Portfolio Abbreviations

6

Note: Percentages indicated are based on the net assets of the Fund.

(a) All or a portion of the security is pledged as collateral in connection with the Fund’s credit agreement. $967,892,177  in aggregate has been pledged as collateral.

(b) A portion of the security has been rehypothecated in connection with the Fund’s credit agreement. $403,301,622 in aggregate has been rehypothecated.

(c) Illiquid security. Aggregate holdings equal 0.3% of the net assets of the Fund.

(d) Fair valued security. This security has been valued at its fair value as determined in good faith under procedures established by and under the general supervision of the Fund’s Board of Directors. Aggregate fair valued securities represent 0.0% of the net assets of the Fund.

(e) Non-income producing security.

(f) Resale is restricted to qualified institutional investors. Aggregate holdings equal 1.3% of the net assets of the Fund, of which 0.0% are illiquid.

(g) Rate quoted represents the annualized seven-day yield of the Fund.

7

Cohen & Steers Quality Income Realty Fund, Inc.

NOTES TO SCHEDULE OF INVESTMENTS (Unaudited)

Note 1. Portfolio Valuation

Investments in securities that are listed on the New York Stock Exchange (NYSE) are valued, except as indicated below, at the last sale price reflected at the close of the NYSE on the business day as of which such value is being determined. If there has been no sale on such day, the securities are valued at the mean of the closing bid and ask prices on such day or, if no ask price is available, at the bid price. Exchange traded options are valued at their last sale price as of the close of options trading on applicable exchanges on the valuation date. In the absence of a last sale price on such day, options are valued at the average of the quoted bid and ask prices as of the close of business. Over-the-counter options are valued based upon prices provided by the respective counterparty.

Securities not listed on the NYSE but listed on other domestic or foreign securities exchanges are valued in a similar manner. Securities traded on more than one securities exchange are valued at the last sale price reflected at the close of the exchange representing the principal market for such securities on the business day as of which such value is being determined. If after the close of a foreign market, but prior to the close of business on the day the securities are being valued, market conditions change significantly, certain non-U.S. equity holdings may be fair valued pursuant to procedures established by the Board of Directors.

Readily marketable securities traded in the over-the-counter market, including listed securities whose primary market is believed by Cohen & Steers Capital Management, Inc. (the investment manager) to be over-the-counter, are valued at the last sale price on the valuation date as reported by sources deemed appropriate by the Board of Directors to reflect their fair market value. If there has been no sale on such day, the securities are valued at the mean of the closing bid and ask prices on such day or, if no ask price is available, at the bid price. However, certain fixed-income securities may be valued on the basis of prices provided by a third-party pricing service or third-party broker dealers when such prices are believed by the investment manager, pursuant to delegation by the Board of Directors, to reflect the fair market value of such securities. The pricing services or broker-dealers use multiple valuation techniques to determine fair value. In instances where sufficient market activity exists, the pricing services or broker-dealers may utilize a market-based approach through which quotes from market makers are used to determine fair value. In instances where sufficient market activity may not exist or is limited, the pricing services or broker-dealers also utilize proprietary valuation models which may consider market transactions in comparable securities and the various relationships between securities in determining fair value and/or characteristics such as benchmark yield curves, option-adjusted spreads, credit spreads, estimated default rates, coupon rates, anticipated timing of principal repayments, underlying collateral, and other unique security features which are used to calculate the fair values.

Short-term debt securities with a maturity date of 60 days or less are valued at amortized cost, which approximates fair value. Investments in open-end mutual funds are valued at their closing net asset value.

Cohen & Steers Quality Income Realty Fund, Inc.

NOTES TO SCHEDULE OF INVESTMENTS (Unaudited) (Continued)

The policies and procedures approved by the Fund’s Board of Directors delegate authority to make fair value determinations to the investment manager, subject to the oversight of the Board of Directors. The investment manager has established a valuation committee (Valuation Committee) to administer, implement and oversee the fair valuation process according to the policies and procedures approved annually by the Board of Directors. Among other things, these procedures allow the Fund to utilize independent pricing services, quotations from securities and financial instrument dealers and other market sources to determine fair value.

Securities for which market prices are unavailable, or securities for which the investment manager determines that the bid and/or ask price or a counterparty valuation does not reflect market value, will be valued at fair value, as determined in good faith by the Valuation Committee, pursuant to procedures approved by the Fund’s Board of Directors. Circumstances in which market prices may be unavailable include, but are not limited to, when trading in a security is suspended, the exchange on which the security is traded is subject to an unscheduled close or disruption or material events occur after the close of the exchange on which the security is principally traded. In these circumstances, the Fund determines fair value in a manner that fairly reflects the market value of the security on the valuation date based on consideration of any information or factors it deems appropriate. These may include, but are not limited to, recent transactions in comparable securities, information relating to the specific security and developments in the markets.

The Fund’s use of fair value pricing may cause the net asset value of Fund shares to differ from the net asset value that would be calculated using market quotations. Fair value pricing involves subjective judgments and it is possible that the fair value determined for a security may be materially different than the value that could be realized upon the sale of that security.

Fair value is defined as the price that the Fund would expect to receive upon the sale of an investment or expect to pay to transfer a liability in an orderly transaction with an independent buyer in the principal market or, in the absence of a principal market, the most advantageous market for the investment or liability.  The hierarchy of inputs that are used in determining the fair value of the Fund’s investments is summarized below.

·                  Level 1 — quoted prices in active markets for identical investments

·                  Level 2 — other significant observable inputs (including quoted prices for similar investments, interest rates, credit risk, etc.)

·                  Level 3 — significant unobservable inputs (including the Fund’s own assumptions in determining the fair value of investments)

The inputs or methodology used for valuing securities are not necessarily an indication of the risk associated with investing in those securities.

For movements between the levels within the fair value hierarchy, the Fund has adopted a policy of recognizing the transfer at the end of the period in which the underlying event causing the movement occurred. Changes in valuation techniques may result in transfers into or out of an assigned level within the disclosure hierarchy. As of March 31, 2016, there were $8,766,550 of

Cohen & Steers Quality Income Realty Fund, Inc.

NOTES TO SCHEDULE OF INVESTMENTS (Unaudited) (Continued)

securities transferred from Level 2 to Level 2, which resulted from a change in the use of an evaluated mean price, supplied by an independent pricing service.

The following is a summary of the inputs used as of March 31, 2016 in valuing the Fund’s investments carried at value:

(a) BGP Holdings PLC was acquired via a spinoff and has been fair valued, by the Valuation Committee, at zero pursuant to the Fund’s fair value procedures and classified as a Level 3 security.

(b) Portfolio holdings are disclosed individually on the Schedule of Investments.

Note 2.   Derivative Instruments

Options:  The Fund may purchase and write exchange-listed and over-the-counter put or call options on securities, stock indices and other financial instruments to enhance portfolio returns and reduce overall volatility.

When the Fund writes (sells) an option, an amount equal to the premium received by the Fund is recorded as a liability. The amount of the liability is subsequently marked-to-market to reflect the current market value of the option written. When an option expires, the Fund realizes a gain on the option to the extent of the premium received. Premiums received from writing options which are exercised or closed are added to or offset against the proceeds or amount paid on the transaction to determine the realized gain or loss. If a put option on a security is exercised, the premium reduces the cost basis of the security purchased by the Fund.  If a call option is exercised, the premium is added to the proceeds of the security sold to determine the realized gain or loss. The Fund, as writer of an option, bears the market risk of an unfavorable change in the price of the underlying index or security. Other risks include the possibility of an illiquid options market or the inability of the counterparties to fulfill their obligations under the contracts.

Cohen & Steers Quality Income Realty Fund, Inc.

NOTES TO SCHEDULE OF INVESTMENTS (Unaudited) (Continued)

Put and call options purchased are accounted for in the same manner as portfolio securities. Premiums paid for purchasing options which expire are treated as realized losses. Premiums paid for purchasing options which are exercised or closed are added to the amounts paid or offset against the proceeds on the underlying investment transaction to determine the realized gain or loss when the underlying transaction is executed. The risk associated with purchasing an option is that the Fund pays a premium whether or not the option is exercised. Additionally, the Fund bears the risk of loss of the premium and change in market value should the counterparty not perform under the contract.

At March 31, 2016, the Fund did not have any option contracts outstanding.

Transactions in written option contracts during the three months ended March 31, 2016, were as follows:

Note 3.   Income Tax Information

As of March 31, 2016, the federal tax cost and net unrealized appreciation and depreciation in value of securities held were as follows:

Item 2. Controls and Procedures

(a)                                 The registrant’s principal executive officer and principal financial officer have concluded that the registrant’s disclosure controls and procedures (as defined in Rule 30a-3(c) under the Investment Company Act of 1940) are effective based on their evaluation of these disclosure controls and procedures required by Rule 30a-3(b) under the Investment Company Act of 1940 and Rule 13a-15(b) or 15d-15(b) under the Securities Exchange Act as of a date within 90 days of the filing of this report.

(b)                                 During the last fiscal quarter, there were no changes in the registrant’s internal control over financial reporting (as defined in Rule 30a-3(d) under the Investment Company Act of 1940) that has materially affected, or is reasonably likely to materially affect, the registrant’s internal control over financial reporting.

Item 3. Exhibits

(a)                                 Certifications of principal executive officer and principal financial officer as required by Rule 30a-2(a) under the Investment Company Act of 1940.

SIGNATURES

Pursuant to the requirements of the Securities Exchange Act of 1934 and the Investment Company Act of 1940, the registrant has duly caused this report to be signed on its behalf by the undersigned, thereunto duly authorized.

COHEN & STEERS QUALITY INCOME REALTY FUND, INC.

Pursuant to the requirements of the Securities Exchange Act of 1934 and the Investment Company Act of 1940, this report has been signed below by the following persons on behalf of the registrant and in the capacities and on the dates indicated.