Nelson Creek is a stream located in Panola County, Mississippi. It appears on the Senatobia USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 275.64 feet (84.02 m) above sea level. The nearest populated place is McGhee, approximately 2.9 miles to the W.