Rocky Branch is a stream located in Benton County, Mississippi. It appears on the Chilli Creek USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 361.90 feet (110.31 m) above sea level. The nearest populated place is Bethel, approximately 2.2 miles to the SE.