Walnut Grove is a town located in Etowah County, Alabama. Walnut Grove has a 2026 population of 787. Walnut Grove is currently growing at a rate of 0.38% annually and its population has increased by 1.16% since the most recent census, which recorded a population of 778 in 2020.