Walnut Grove is a town located in Leake County, Mississippi. Walnut Grove has a 2026 population of 508. Walnut Grove is currently growing at a rate of 0.59% annually and its population has increased by 0.2% since the most recent census, which recorded a population of 507 in 2020.