No. You cannot get in trouble for shooting pigeons. You must follow the rules to avoid getting into trouble for shooting birds. Read all the state laws on pigeon hunting. Also, you must know the protected and unprotected pigeon species to prevent any mishap later. Plus, you cannot shoot pigeons near residential areas or religious places. It is also illegal on Sundays. Following the laws will keep you out of problems.