Norton Hollow Spring is a spring located in Mercer County, West Virginia. It appears on the Bluefield USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,603.81 feet (793.64 m) above sea level. The nearest populated place is Cumberland Heights, approximately 0.9 miles to the SW.