Phil Collins
Phil Collins wrote the lyrics, which are about a woman who holds power over the singer. He desires her even though he feels there is something bad about her.

Trivia:

Genesis had 17 Top-40 hits in the US, but this is their only #1. They never had a #1 in England.
http://youtu.be/gh2jK6PPj6E