It just appears to be more epic, in my opinion. I'm an atheist, so this is not based my religious beliefs, just my personal judgement.
Why have one fake deity when you can have a bunch of fake ones?
It makes much more sense in a complex universe to have many different Gods.
Polytheism is much more intellectually stimulating