Do I get a tax break If I pay down my mortgage?

I want to put my money where the IRS can't get at it. Can I pay down my mortgage? Does that give me any breaks? Or...
Update: I should probably have added, 'I highly doubt it'. Hahahaha!!! Thanks.
6 answers 6