It was originally known as Gillespie Road , but was renamed in 1932 after Arsenal Football Club . At that time the team played at the nearby Arsenal Stadium . Originally known as Gillespie Road , it was renamed in 1932 after Arsenal Football Club , who at the time played at the nearby Arsenal Stadium .