At the United States National Severe Storms Laboratory Historical Weather Data Archive (note: this has since been retired).
Also, the United States National Climatic Data Center Geodata Portal.
The United States National Climatic Data Center Climate Data Online.
The United States National Climatic Data Center Most Popular Products.