Nope, they needed the blood of old Will Turner, the father of young Will (Orlando Bloom), but they didnt explain, why they need that one blood.
Just, that they realised, it was needed to take off the curse.
But they killed old Turner guy, sot they were hunting for young Will: "they wanted my...