For what it's worth, most municipalities either have specific code or "catch-all" codes that prohibit hunting and/or the discharge of air rifles (or bows, or anything else) in town. Other county or state codes may also be in effect for proximity law.
Frankly, you just moved there, and good neighbors are usually more important than bagging a few squirrels. If it's really a pest control problem, poison is more effective.