closet queen Share definition Flag Gay male who does not admit that he's gay and pretends that he is straight all the time to his friends/family. George Bush will not admit that he's a closet queen closet queen by Dave May 22, 2004 0 0 Get merch Get the closet queen mug. Buy Now — $32.95 See more merch