Burnt Spring Gulch is a valley located in Custer County, Idaho. It appears on the May USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,921.81 feet (1,500.17 m) above sea level. The nearest populated place is May, approximately 3.4 miles to the E.