Robber Gulch is a valley located in Cassia County, Idaho. It appears on the Buckhorn Canyon USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,649.63 feet (1,417.21 m) above sea level. The nearest populated place is Garrard Ranch, approximately 3.8 miles to the SE.