Definition of closet case in English:

closet case

noun

slang US
  • 1An unattractive or embarrassing person, a social outcast.

  • 2A person who seeks conceals or denies his or her sexuality, gender identity, etc.

Origin

1940s; earliest use found in The Washington Post.