According to the National Weather Service, 2012 has been a very dry year for Denver with only 6.40 inches of precipitation through September 15th. This year is 5.46 inches below the normal of 11.86 inches. Only six years since 1872 have been drier.
CHART: Denver Has Had One Of The Driest Years On Record

National Weather Service