Sulphur Fork Creek is a stream located in Simpson County, Kentucky. It appears on the Hickory Flat USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 527.84 feet (160.89 m) above sea level. The nearest populated place is McElroy Ford, approximately 1.0 miles to the S.