Mount Vernon is a city in Rockcastle County, Kentucky, United States. The population was 2,592 at the 2000 census. It is the county seat of Rockcastle County. It is located at the junction of U.S. Routes 25 and 150, two miles west of Interstate 75. Mount Vernon is part of the Richmond–Berea Micropolitan Statistical Area.