Klein Spring is a spring located in Jefferson County, West Virginia. It appears on the Harpers Ferry USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 623.50 feet (190.04 m) above sea level. The nearest populated place is Silver Grove, approximately 0.7 miles to the SSW.