In 1926 Mayor William D. Byron acquired seven acres, part of Springfield Farm, for a public playground and athletic field in connection with the High School. W. R. Ballard, an extension horticulturist with the University of Maryland, designed the park's landscape (and possibly layout) in 1930.
