His father, Arthur MacArthur Sr., was the 4th Governor of Wisconsin for four days (March 21-25, 1856) during an election dispute between the two gubernatorial candidates. Once the Wisconsin Supreme Court decided the winner of the election, MacArthur returned to his position as lieutenant governor.