The story of Rider of Revenge revolves around a convict on the death row, who has killed many people and hidden a huge stash of loot somewhere. Several parties race against time and each other to get him out of jail, including the dashing daughter of the chief constable (Shang-Kuan Ling Feng), an upright lone swordsman (Tien Peng), a chivalrous young man (Chiang Pin), and gangsters coveting the treasure.