[theworstwitch]

If people know what to expect, you could actually scare them by doing the unexpected. Halfway through the party all the lights go out, have candles and battery operated lights going. The music stops and scary sounds start.
Scavenger hunt in the dark, maybe outdoors?

Since your guests love your parties, just try to enjoy it no matter what you wind up doing!