You can use youtube-dl to pull down audio-only tracks. I do this frequently for talks without much in the way of visual presentation that I then listen to as podcasts.

    youtube-dl -F https://youtube.com/video-url

That will give you a list of formats, pick an audio-only one, and use the -f flag to download that format.