West Point is a home rule-class city in Hardin County, Kentucky, United States, near the edge of Fort Knox military reservation on Dixie Highway. It is located in a former meander bend of the Ohio River. The population was 797 at the 2010 census, down from 1,100 at the 2000 census.West Point is part of the Elizabethtown–Fort Knox Metropolitan Statistical Area.