Based on a true story, Supremacy follows a high-ranking white supremacist who, within 24 hours of being released from prison, finds himself on the run after murdering a cop. In an attempt to hide from the police, he and his accomplice find themselves seeking refuge in a home owned by a black family, taking them hostage.