Essex Police said there was insufficient evidence for a “realistic chance of a successful prosecution”. DCI Stephen Jennings said it was a “huge disappointment” to all of the detectives involved.
He added: “I know that this may be of little comfort to Stuart’s father and his family.”
Stuart’s dad Terry is seriously ill.
Barrymore, who has always denied any involvement, declined to comment.