A post office called Glover was established in 1888, and remained in operation until 1991.[3] The community has the name of John Milton Glover, a state legislator.[4]
The leadsmelter at Glover was operated by Doe Run Company and was a major local employer until operations were indefinitely suspended in 2003.[5]