I think they simply wanna go a step further in become ''gods''. Like that they will get to play the new creator around! Ofc familiarity as you mention plays it's role and connects with god cause in both cases those above humans or humanoids rules! The slavery thing isn't a bad theory either cause as a species we like to give orders and make other do whatever the heck we come up.