No immunity. but they develop antibodies. More info here:

"FDA is working on treatment of coronavirus with blood from recovered patients"

"The method — essentially harvesting virus-fighting antibodies from the blood of previously infected patients — dates back more than a century"

https://www.nbcnews.com/health/health-news/fda-working-treat...