John Leather joined Arsenal from Macclesfield in August 1896.
The goalkeeper made his debut in the United League against Rushden one month later but struggled for first-team opportunities in the league.
Leather played 10 times over two years before joining Queens Park Rangers in summer 1898.
Harold Lee joined Arsenal from Sittingbourne in September 1905.
The forward made his debut in a 4-0 defeat to Bristol City two years later in September 1907 and started another 40 matches before his departure.
Lee scored 15 times before transferring to Bury in October 1909. He later played for Dartford.