Dh and I had plans to build a 2 story, opened ended, underground dome home - had the land cleared, etc. . . then life happened.
Several people in our area have "underground" homes and lots more have earth sheltered homes (where the roof is traditional, not earth covered, but 2 or 3 sides are earth bermed)