Mount Vernon is a city located in Rockcastle County, Kentucky. Mount Vernon has a 2026 population of 2,458. It is also the county seat of Rockcastle County. Mount Vernon is currently declining at a rate of -0.16% annually but its population has increased by 0.04% since the most recent census, which recorded a population of 2,457 in 2020.