Both Pilot and ground crew headsets normally have noise canceling mics fitted.
Bit of an explanation from Wikipedia
Noise-canceling microphone - Wikipedia, the free encyclopedia
Usually excess noise is because, in the case of a boom mic, it's positioned too far away from the mouth, or in the case of the DCs with the muff type mic they don't actually seal it over the face.