Shuten Douji (Show, 1989)

As a baby, Jiro was delivered to his foster parents by a massive oni, who said he would return for Jiro in 15 years. When the time comes, Jiro must contend with enemy oni, dark cultists, and their minions while attempting to protect both his parents and girlfriend from their depredations.