Deep Gulch Creek is a stream located in Powder River County, Montana. It appears on the Lonesome Peak USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,154.60 feet (961.52 m) above sea level. The nearest populated place is Moores (historical), approximately 0.6 miles to the SE.