Red Rock Creek is a stream located in Caldwell County, North Carolina. It appears on the Buffalo Cove USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,361.66 feet (415.03 m) above sea level. The nearest populated place is Patterson, approximately 2.4 miles to the SE.