Ferguson fell ten short of Walker in the latter's record breaking season, finishing as the second-highest scorer in the league with 35.
During the opening months of the 1921–22 season, Ferguson scored his first hat-trick of the campaign against Dumbarton, by which time he was one goal short of Walker.