Blagojevich was born in Chicago, Illinois, the second of four children. His father, Radislav, was an immigrant steel plant laborer from a village near Kragujevac, Serbia. Blagojevich graduated from Chicago's Foreman High School after transferring from Lane Technical High School. He began boxing at a young age.