That makes sense, although i swear someone here once said they were a class of gods.
Also, in one of Marisa's MoF endings Nitori tells her that Youkai Mountain belonged to a "鬼神様", and when that oni left all their faith was gone with them too.
If they had faith they were a god, no? Although maybe it was just that particular one who managed to become a deity?