Horse Lake is a lake located in Lassen County, California. It appears on the Fredonyer Peak USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,055.18 feet (1,540.82 m) above sea level. The nearest populated place is Shumway, approximately 2.4 miles to the NNE.