If they're diatoms, yes. Any new plastic added to the tank can cause their appearance.
Simply excess silicates; almost guaranteed in a new tank.
Time. Once the silicates are consumed by the diatoms, the diatoms will be no more.
Makes sense it's coming from the PVC. I thought it was something to do with the new rock..