Cattle Island is a island located in Baylor County, Texas. It appears on the Southeast Lake Kemp USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,161.42 feet (354.00 m) above sea level. The nearest populated place is Mabelle, approximately 7.4 miles to the SE.