Joseph Stalin in Causes of the Cold War. Joseph Stalin (1878-1953) was the leader of the Soviet Communist Party from 1922 until his death in 1953. ... He led the Soviet Union through World War II and—not without justification—believed that his country made the greatest sacrifices to defeat Nazi Germany.