Mount Olive Creek is a stream located in Benton County, Mississippi. It appears on the Blue Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 353.46 feet (107.73 m) above sea level. The nearest populated place is Gravestown, approximately 1.5 miles to the ENE.