Ichi The Killer (2001)
Another Takashi Miike film, this one is arguably more of a crime film than a horror film. However, the absolutely insane levels of violence and gore have made it a horror classic. The tale of a contract killer in the middle of a gang war, this film really goes for it in the gore department.