Melrose Park is a village located in Cook County, Illinois. Melrose Park has a 2026 population of 23,999. Melrose Park is currently growing at a rate of 0.61% annually but its population has decreased by -2.86% since the most recent census, which recorded a population of 24,705 in 2020.