@mitu Yep /home/pi/RetroPie/configs/mame-advmame/artwork does exist. I don't think I even created that folder it was created when I installed advmame I believe.
But aha! Yes indeed. Moving the artwork zip files to /opt/retropie/configs/mame-advmame/artwork seems to have done the trick!
Thank you @mitu. ;)