Holly Branch is a stream located in Attala County, Mississippi. It appears on the Ethel North USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 416.90 feet (127.07 m) above sea level. The nearest populated place is Gregory (historical), approximately 1.0 miles to the SSW.