James Rodriguez put the Spanish giants in front midway through the first half, sneaking between two defenders to pick up on Isco's cross and finish.
With the tempo dropping late in the game, Bale then confirmed Madrid's victory with a thrilling drive forward and thumping shot, which went in through the fumbling hands of goalkeeper Michel Vorm.
