I think maybe they went to other parts of the world (outside of Hyrule?) to continue their search for treasure... I don't think they could have died off.
i believe they are underground in that one pillar thing in Eldin, if you do the Kina side quest for plowing the fields you can dowse for that one mogma and thare are others there as well