Emma Redhead gave the Black Cats a 15th minute lead but Jess Wright started a Leeds goal-feast with a 40th minute equaliser.
Rachel McArthur put the Whites in front seconds before half-time then, three minutes into the second half, Lucy Ward hit the third.