Closet Nazi Share definition Flag A person who is a nazi but doesn't like to admit it. Nazi in nature and mentality but not openly in public. I never knew he hated jews that much, I guess hes a closet nazi. Closet Nazi by Kleezmaa January 30, 2005 0 0 Get merch Get the Closet Nazi mug. Buy Now — $32.95 See more merch