My Dad gave me a JC Higgins single shot .410 when I was young. It worked very well on taking down squirrels out of oak trees. A similar gun will keep squirrels out of gardens, and provide a tasty meal as well (fried squirrel is excellent).
Same problem with being in a suburban environment though for me.