The stadium is named for Harry Grove, who was one of the founders of the Frederick Hustlers, a professional team that existed between 1915 and the World War II era.

On August 19, 2006, Bob Dylan played to a sell-out crowd during his third annual 'Summer Minor League Baseball Park Tour'.

[10] The World Wrestling Entertainment (WWE) has made it an annual summer stop on its live event tours, a rarity in that the stadium is an outdoor venue.

[11] The Spire City Ghost Hounds of the Atlantic League of Professional Baseball began to play here in April 2023.

[14] Further 2009 upgrades included public restrooms that have been completely renovated along with those in the clubhouse, and multiple improvements to bring Harry Grove Stadium into compliance with the Americans with Disabilities Act.