Distillery Excise Tax Reform Act of 2014 - Amends the Internal Revenue Code to reduce the rate of the excise tax on distilled spirits to $2.70 per proof gallon (currently, $13.50 per proof gallon) on the first 100,000 gallons produced by a distilled spirits producer during the calendar year.