Scary things that no one has ever seen

The main element of what makes things scary is ambiguity, i.e. when we're not completely able to interpret or understand something. Take a look at most “scary” characters featured in horror movies: monsters, zombies, vampires, killers with masks, aliens, ghosts, evil spirits, shadows, and other mystical entities.