Little Rock Creek is a stream located in Madison County, Missouri. It appears on the Rock Pile Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 538.06 feet (164.00 m) above sea level. The nearest populated place is French Mills, approximately 0.4 miles to the WNW.