Team Logo. The Aberdeen Arsenal were a team in the Atlantic League of Professional Baseball. They had the league's second worst record in their only season. They folded in 2000. Retrieved from "https://prosportsteams.fandom.com/wiki/Aberdeen_Arsenal?oldid=12299" Categories: Former Atlantic League Teams Teams in Maryland Add category Cancel Save Community content is available under CC-BY-SA unless otherwise noted.