Cave Gulch is a valley located in Butte County, Idaho. It appears on the Methodist Creek USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 6,516.08 feet (1,986.10 m) above sea level. The nearest populated place is Leslie, approximately 6.9 miles to the S.