Cook was again the top scorer in 1932–33, leading the NHL in both goals, 28, and points, 50. At 36 years, 5 months old, Cook was the oldest player in NHL history to win a scoring title until 2013 when Martin St. Louis of the Tampa Bay Lightning led the NHL in scoring at the age of 39. The Rangers reached the 1933 Stanley Cup Finals against the Toronto Maple Leafs. Cook scored the winning goal in the second game, then scored the championship winning goal, in overtime, in the fourth game. It was the first overtime power play goal in NHL playoff history. The trophy was not available on the night the Rangers won, leading the series to become known as the "Forgotten Cup". Cook accepted the Stanley Cup on behalf of his team in November of that year, seven months after the Rangers victory.