Cave Gap Spring is a spring located in Mineral County, West Virginia. It appears on the Burlington USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,610.89 feet (491.00 m) above sea level. The nearest populated place is Russelldale, approximately 2.6 miles to the NE.