Toé was ordained to the priesthood on 6 April 1958, he was named bishop of the Roman Catholic Diocese of Nouna, Burkina Faso on 5 July 1973, and was later named bishop of the Roman Catholic Diocese of Dédougou, Burkina Faso on 14 April 2000 and retired on 14 June 2005.