Gu Qian graduated from the Beijing Film School in 1953 and was initially assigned to the Beijing Film Actors Troupe. In 1959, he was transferred to the Actors Troupe of Changchun Film Studio. He was skilled at playing various supporting roles, and in his early years, he often portrayed villains or minor characters.