Replay Media Catcher is a very good choice especially if you wanna keep the original youtube videos.

Replay Media Catcher allows you to extract MP3 files from FLV:
Go to Tools -> Extract MP3 from FLV

You can also use web-sites that download videos from youtube in mp3, m4v, m4a formats.

Related thread:
Record/Capture/Download flash videos from YouTube