I wash/dry them and then store them in either my cheapie plastic drawer units (not remotely air/dust tight

) or in Rubber Maid Rough-Totes.
I have some pads dating to the 80's that're still OK, but some have discolored a bit. No crumbling/hardening/etc. though, at least not that I've noticed.