Lucy Ward turned a 41st-minute Karen Burke cross into the Chelsea net to win a closely fought game.
After the home side had enjoyed the better of the first half, Chelsea controlled the second, though Leeds almost doubled their lead in the closing stages when Jess Clarke struck a post.