Caesar Gulch is a valley located in Wheeler County, Oregon. It appears on the Lawson Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,519.62 feet (767.98 m) above sea level. The nearest populated place is Horseheaven, approximately 10.6 miles to the NW.