It is the microphone and the cables that attach to it. If any of the group moves, the cables make some sort of pop when they are moved. If you have the mic too close or too far, it also pops.
Wish I knew a way to get rid of it, but that is the kit they have us set up with.
HA, that's exactly what that sounds like. Well I will learn to live with it, love the show.