Atkinson is most well known for something that has nothing to do with his job — stopping light rail. In 2016, Atkinson led a successful petition drive to get a referendum about light rail on the ballot. Fifty-seven percent of voters said they did not want the City Council to spend local tax dollars to extend the service from Norfolk to Virginia Beach. As a result, the council abandoned the project.