MacArthur Stadium was noted for having one of the deepest center field fences in minor league baseball, at 434 feet (132 m), and no ball had ever cleared that high wall until 1971, with Richie Zisk becoming the first batter to accomplish that feat while playing with the Charleston Charlies.

In 1936, Municipal Stadium was the home field of the Syracuse Braves of the American Football League.

MacArthur Stadium was severely damaged by a spectacular fire (arson) on May 14, 1969, where the center portion of the grandstand, the main entrance, press box, offices and concession area all burned, while portions of the seating overlooking left and right field were saved.

The Chiefs were forced to play some home games in Oneonta and Auburn, NY, while repairs were being made, returning to the stadium on June 14 to a now wide-open gap behind home plate where the grandstand had been.

Months later it was discovered the fire had been started by some teenagers who were using a flare in an attempt to burn their way into a safe.