Team Logo. The Virginia Beach Neptunes were a proposed team in the Atlantic League of Professional Baseball. They were named after a statue of the Roman God Neptune on the beach. They folded before playing a single game. Retrieved from "https://prosportsteams.fandom.com/wiki/Virginia_Beach_Neptunes?oldid=15429" Categories: Former Atlantic League Teams Teams in Virginia Community content is available under CC-BY-SA unless otherwise noted.