Underground is safer, less prone to accidents (trees falling), take less space, reduces deaths and injuries by car accident (cars hitting poles), less maintenance due to not being exposed to elements, and of course the aesthetic aspect.

Honestly the aesthetic aspect alone should be enough. We care about the aesthetics of everything else around us and a lot of it is also fairly well regulated. Wires are absolutely hideous and it's perfectly feasible to bury them in most cases