Naptha's what I use.
Then every once in a while I put some 600 grit abrasive on a rag, wrap it around a bore brush chucked in an electric drill than use it to polish the inside of the dies. What ever amount of metal's removed is negligible as far as changing dimensions is concerned. But those polished dies sure make full length sizing easier. And cases are shinier, too.