Blue Springs is a village in Union County, Mississippi, United States. Located near Tupelo in northeastern Mississippi, the village had a population of 144 at the 2000 census. It is the site of Toyota Motor Manufacturing Mississippi, Toyota's eighth North American vehicle assembly plant.