closet liberal Share definition Flag Someone who has or won't come out saying they are a liberal. They often hide behind the fact their parents are conservative. Damn Jimmy is being such a closet liberal. closet liberal by afwrrr76 June 5, 2015 0 0 Get merch Get the closet liberal mug. Buy Now — $32.95 See more merch