Do you need a license to have an air rifle?

No you don't

------------------ Correction----------------

It all depends on the country or location where you live. Some country's like Australia and England have very strict laws on air guns. Cities like New York, and New Jersey also have requirements for owning an air gun. So the answer is (Check with local law enforcement)