It could be a tube. In this case the problem would most likely manifest itself even if the music is not playing. Other problems could be as mentioned above capacitors.
It might also be power or digital connection related. You have powered speakers - is the popping sound in the bass region or in higher frequencies?
I would rule lout tubes first. Swap tubes left to right and see if the problem moves with the tube to another channel and go from there.