In the 1800's and early 1900's, it was not uncommon for miners in the American southwest to build homes into the ground, simply because there was no other material available.

If you go to Shoshone, California, you can wander around their abandoned cave homes. There's a bunch across the street from the Inyo County Sheriff's substation. Just go up the dirt road, around the hill, past the cemetery.