He won his first scoring title in the 70-game 1954-55 season (38 goals, 37 assists), by a point over Richard, a distinction that unwittingly put Geoffrion in the midst of a fierce local tempest (tempete to French-speaking fans), after NHL President Clarence Campbell suspended Richard for the final three games of the season and the Stanley Cup Playoffs for a stick-swinging incident that ended with the fiery Richard punching an official. The decision infuriated Canadiens fans, who revered the legendary Rocket, an electrifying player whom they badly wanted to win a scoring title -- something he had never done. When Campbell ignored warnings to stay away and attended the game on March 17, 1955, between the Red Wings and Canadiens at the Forum shortly after his ruling, fans pelted him with food and then fired a tear-gas bomb in his direction, prompting Campbell to declare the game a forfeit victory for the Red Wings. A spree of vandalism and looting ensued, as scores of Quebecois, who were convinced the decision was an example of anti-French bias, engaged in what became known as the "Richard Riot."
With the Canadiens needing to win their two remaining games to secure first place, Geoffrion was in an impossible spot, his team needing him to score, and fans openly rooting for Richard to hold on to the scoring title. In an interview with the Hockey Hall of Fame, Geoffrion said, "Doug Harvey told me, 'Listen, we came to win first place. You've got to score goals to help us win.' I said, 'You put the puck on my stick and if I have a chance to score, I don't care who I have to surpass. I get paid to play and score goals.'"
Geoffrion had a goal and two assists in the next game, and went on to win the scoring title. Many Canadiens fans were furious that he'd "stolen" the Art Ross Trophy from Richard, and were slow to forgive him for that.
"I can assure you that I had more heartbreak in winning the trophy than Richard had in missing it," Geoffrion said. "The Rocket never held a grudge against me. It wasn't my fault that Rocket got suspended."
Geoffrion had his most prolific season in 1960-61, when won the scoring title with 95 points and dueled with the Toronto Maple Leafs' Frank Mahovlich for the most goals right down to the final games of the season. Geoffrion moved ahead, scoring his 49th goal against the Black Hawks, before the Canadiens faced the Maple Leafs at the Forum. Teammate Gilles Tremblay beat Toronto's Bob Pulford to the puck in the corner and passed it back to Geoffrion, who fired a slap shot -- what else? -- past Maple Leafs goaltender Cesare Maniago.