Nelson Creek is a stream located in Muhlenberg County, Kentucky. It appears on the Central City East USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 379.59 feet (115.70 m) above sea level. The nearest populated place is Spring Ridge (historical), approximately 1.4 miles to the SW.