Horton Creek is a stream located in Attala County, Mississippi. It appears on the Newport USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 271.20 feet (82.66 m) above sea level. The nearest populated place is Newport, approximately 1.5 miles to the SE.