Weather Underground's WunderMap includes historical weather records back to 1st January 2001.
"A calendar control above the map allows the user to select a date and view the historical weather records for that day. The records include radar, storm reports and even weather related photographs and webcam images taken on that day."
Example:
Source and more information: