Dunnsville, Virginia. Dunnsville is an unincorporated community in Essex County, in the U.S. state of Virginia. State Rout 17, which transects the community, has a roadside historical marker commemorating the Rappahannock Industrial Academy. U.S. Geological Survey Geographic Names Information System: Dunnsville, Virginia.