R’ Tarfon only allows olive oil since other oils are not drawn as well to the wick and involve a concern of shema yateh (Tosfos).  R’ Yochanan Ben Nuri challenged this by pointing to the people of Bavel who don’t have access to olive oil; but how does this inaccessibility mitigate the fact that it is assur on account of shema yateh?