What would have scared you? A Care Bear dropping on your head?
It's not about knowing what the threat is, it's the buildup of tension and the panic of having to suddenly defend yourself.
The movie Alien is considered scary, despite the fact that the film's ad campaign was based around an alien going around and murdering people.