This is a simple way to download music from youtube. It could be done with DVDVideoSoft. Just download DVDVideoSoft and install it. After installing it , copy the url of the video from youtube and DVDVideoSoft will convert the YouTube’s Video to MP3 audio file. On this link you can download DVDVideoSoft.
It looks like this.
Here’s a video instructional