Was Idlewild Airport changed to John F. Kennedy Airport?

Yes, eventually. Originally it was called Idlewild Airport. In 1943 it was renamed Major General Alexander E. Anderson Airport, and then in 1948 it was again renamed New York International Airport. After JFK's assassination in 1963, it was renamed JFK Airport.