This is devolving into semantics. Being a asymptomatic means you are infected, which means you are not immune. You can still develop symptoms later and/or still transmit the disease.

You would be considered immune if your body produced antibodies that prevented infection. This immunity can be gained by successfully fighting the infection or by receiving a vaccination that triggers an immune response.