Buried power lines are definitely a thing. They're common in cities where you don't want a tangle of wires overhead and in more affluent suburbs for the same reason.

They're pretty nice because you rarely lose power in bad weather, the power tends to only go out on nice days when the backhoes are active.

Long distance HV lines are always overhead though. They would require relatively expensive insulation to be run underground.