To Catch a Virgin Ghost (2004)

(Korean with English subtitles) Seok-tae runs away with a huge diamond that his dad's gang has just stolen in a heist. He runs and hides in what appears to be a sleepy little village called Sisily. When the gang follows him all the way to Sisily, they realize something is indeed very odd and even spooky about this town.