Cherry Spring is a spring located in Modoc County, California. It appears on the Hermit Butte USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,967.72 feet (1,514.16 m) above sea level. The nearest populated place is Harper, approximately 6.7 miles to the SSW.