Joe Louis, portraying himself, is a good influence on a group of Harlem youths who are tempted to "go bad" by a gangster known as Caper, an older brother of one of the youths.

Strange Victory" is about racial bias in post World War II America. Following "Native Land" in Leo Hurwitz' filmography, it uses some of the same techniques: dramatized scenes interspersed with scenes of compilation news reel footage, and scenes of evocative imagery.