I think Syndrome had some sort of mental disorder (not down syndrome just to shoot that lame joke out of the way). I heard an interesting theory that he had no father (when Mr. Incredible hands him over to the police, he says "make sure his mother knows what he's been doing") and so that caused him to become fixated on Mr. Incredible as a replacement father.