The killings happened on both sides, of course, but many Sunnis, after decades of comparatively privileged status under Saddam, were incensed that U.S. forces were failing to stop the attacks.
The defeat of the Sunni insurgency in Southern Iraq after the first Gulf War, that the US let be put down since the no-fly zone specified fixed wing aircraft, rather than helicopter gunships, probably did not help.