I use YTD Video Downloader, since I usually want the video that goes with it. But the program has an easy-to-use conversion system too, and I have used it to convert downloads to mp3s.
Not sure if it's ok to talk about that here due to the... Illegal nature of it downloading copyrighted stuff.