The climber fell at the Hawkcraig area of Silver Sands beach at around 18:45 yesterday.
Kinghorn RNLI recovered the man who was pronounced him dead at the scene.
His family have been informed by police.
Police Scotland have confirmed an inquiry is ongoing.
A Police Scotland spokeswoman said: “His family have now been informed and our thoughts are with his loved ones at this difficult time.”