There is immunity in the sense of "the body is able to mount an immune response due to previous exposure." Early claims of immunity to infection didn't pan out, especially post-Delta. There are benefits to having immunity, but I believe they are often overstated. (I say this as someone who is currently wearing an N95 respirator around others 100% of the time, including around my partner and family).