Get a pellet rifle. The kind you pump up as to adjust the power. Three
pumps will sting them while eight or ten pumps will kill them. They
aren't all that expensive and are also very quiet as not to disturb any
neighbors. I'm sure there are many other ways to deal with the problem
but a final solution is the best solution in my humble opinion.

Rich