I know this sounds like a stupid question, but is your pool's water level high enough to allow the pump to prime? Mine won't if I don't have at least 4 inches or so of water above the top of the skimmer basket.....do you hear any odd noises coming from around the skimmer while it's trying?

Any possibility of an air leak--is the lid on the pump basket tightened securely?