Skeletons in the closet are usually dark secrets or embarrassing moments from a person's past that they would prefer to keep hidden. These can be anything from a one-time mistake or something more serious like a criminal record. Sometimes people will try to blackmail others by threatening to reveal their skeletons, but this is generally considered an unethical thing to do.