You don't want to use mastic on stone tile, use thinset. Go get a six inch broad-knife and gallon of joint compound and fix the walls. Skim them with joint compound using the six inch knife. That will lock the paper fuzz and fill the divots at the same time.
Once that has dried completely then again skim the walls with a flat trowel and thinset. Let that dry and go to tiling.
