Short for recreation room, probably an invention of the 50s I'm guessing. This would typically be a room in the basement of a middle-class home, carpeted and with various recreational amusements such as a liquor bar, foos ball, bumper pool, pool table, ping pong, darts. This was also a popular place for teens to have make-out parties.