4K Downloader is a very simple but effective download app for YouTube videos. You can download it for a very small price.
Open the app.

Go to YouTube video and Copy the video link.

Import the link to 4K Downloader by clicking Paste Link button.

Then select “Extract Audio” instead of “Download Video”.

Chose where to download the mp3 and click extract button.