Mercier was created Cardinal Priest of "S. Pietro in Vincoli" by Pope St. Pius X in the consistory of 15 April 1907.
21. februarja 1998 je bil povzdignjen v kardinala in imenovan za kardinal-duhovnika Gesù Divin Lavoratore.