Peach Tree Island is a island located in Leake County, Mississippi. It appears on the Carthage USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 324.77 feet (98.99 m) above sea level. The nearest populated place is Pilgrim Rest, approximately 2.3 miles to the N.