Living underground buffers temperatures - in climates where there are extremes of hot and cold (don't know if this place was one of them) it makes a lot of sense. The only big downside I can think of is the lack of light (so lots of resources going into lighting fuel) the effort it takes to dig out the city and possible flooding...oh, and the grues!