Move underground to escape the perils of surface living?

Since surface life is so perilous from external threats (like supernovas and asteroids) and internal threats like global climate change (warming or icing), droughts, storms, air-borne diseases, etc., could and should we move our civilization underground (and/or underwater) to escape these perils?