Idioms & Phrases Dictionaries. ENGLISH IDIOMS 2.EDITION. unpleasant secrets, old scandals Every family has a skeleton in the closet – a dark secret or two. Skeleton in the closet definition, Anatomy, Zoology. the bones of a human or an animal considered as a whole, together forming the framework of the body.