To Catch a Virgin Ghost (2004)

Seok-tae runs away with a huge diamond of his gang and comes to Sisily, a peaceful village. Yang-e runs after him to get the diamond back and finds Seok-tae's trail in Sisily. But all the town people lie about everything. These people turn out to be scarier than a ghost!