According to the Hollywood Reporter, the brawl happened early Saturday morning at Mad Bull's Tavern in Sherman Oaks.
The entertainment website said the actor got punched in the face after a heated exchange.
Police reportedly handcuffed LaBeouf and the other man while questioning them, though no charges were filed.