Mount Olive is a town in Wayne and Duplin counties in the U.S. state of North Carolina. The population was 4,567 at the 2000 census. It is included in the Goldsboro, North Carolina Metropolitan Statistical Area. The town is home to the Mount Olive Pickle Company and Mount Olive College.