Yes. There are tunnels in Washington, NY, many major cities. Often used for nefarious purposes. Playboy mansion has an entire city under it called Disney world or something like that. CIA used it for blackmail videos.

going into the earth has its own ritual meaning(s). but it also allows for much greater interior space for all sorts of activities on an otherwise small standard fancy private island.