Steep Creek is a stream located in Baker County, Oregon. It appears on the Rail Gulch USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,454.05 feet (1,357.59 m) above sea level. The nearest populated place is Unity, approximately 4.5 miles to the E.