There are two ways to find public domain sounds:

1.) Using “Search Find Content”
Type “cczero” in Search Text, and select Uploads in What.

2.) Using beta.ccmixter
There is a playlist that lists all of the public domain sounds:
http://beta.ccmixter.org/playlist/browse/53991

(Thanks to SoboSystem for inspiring the creation of the playlist.)