Looking at http://marvel.com/universe/Attilan the Earth-616 inhumans have been inhabiting the moon for a relatively short period of time: seven thousand years ago they began to live in isolation on an island in atlantic ocean. Then in mid-20th century they moved to Himalayas. Some time after that...