closet case noun2 •(slang) A person who conceals or denies their sexuality or gender identity.Even self-styled liberated gay and straight people sometimes call outspoken bigots "closet cases". — 1979 •(slang) A person who is shunned, ignored, or considered to be an embarrassment.Closet case at Delta Upsilon is shunted to the basement.... — 1956 formscloset cases