Gilgamesh will pay you to remove all that ugly useless black crap from under his beautiful city. 

Though, really, I would wager that the Babylonians would have known what crude oil is. They were fairly advanced... If not real life Babylonian's then certainly the 'basically Atlantis" Babylonians the time type moon history would.