Li Feng joined Yuan Shu's campaign against Lu Bu. After Yuan Shu fled from Lu Bu, he attempted to fight Lu Bu himself, but fled after having his arm injured. Later, when Cao Cao attacked Shouchun, Yuan Shu fled early in the battle. Li Feng and other officers fought until just before the castle fell. He and the others were captured by Cao Cao and sentenced to death.