Robert F. Kennedy Memorial Stadium, commonly known as RFK Stadium and originally known as District of Columbia Stadium, is a defunct multi-purpose stadium in Washington, D.C. It is located about two miles due east of the U.S. Capitol building, near the west bank of the Anacostia River and next to the D.C. Armory. Opened in 1961, it was owned by the fe…Robert F. Kennedy Memorial Stadium, commonly known as RFK Stadium and originally known as District of Columbia Stadium, is a defunct multi-purpose stadium in Washington, D.C. It is located about two miles due east of the U.S. Capitol building, near the west bank of the Anacostia River and next to the D.C. Armory. Opened in 1961, it was owned by the federal government until 1986.