There are many pluses and minuses to underground homes. The big drawbacks are a lack of natural light, and a need to design it with correct ventilation and protection from flooding.
The advantages are massively improved insulation, and a smaller above ground footprint.

For an increasing population, this could be a solution to provide greatly increased housing in a limited space, but the big roadblock is that most people still just don't want to live below ground.