Watch FMovies. President Kennedy's birthday celebration was held at the third Madison Square Garden on May 19, 1962, and more than 15,000 people attended, including numerous celebrities. The event was a fundraising gala for the Democratic Party. Features Marilyn Monroe singing to JFK.