things that go bump in the night

noun[plural only]1

1. •
   (informal, humorous) Frightening imagined creatures; ghosts or other supernatural beings.

   • "From Ghaisties, Ghoulies, and Long-Leggity Beasties, and Things That Go Bump in the Night - Good Lord Deliver us." — 1911