JFK also explicitly stated in a speech in Houston, TX, designed to allay concerns about his Roman Catholicism, that he would not be a Catholic President, but a president who was Catholic.
It was this speech, and defense of the separation of church and state by JFK, that one of the GOP candidates, I believe it was Santorum, denounced recently.