Once you select a video and click "Download", after a few moments, a pop-up like the one in the picture below should appear. You just need to select "Audio" and then "OK".

If you want, before you press "OK", you can click the drop-down menu located in the pop-up to choose a different file format or a different bitrate (the higher the bitrate of a file is, the better it will sound).
Happy to help if you have any more questions :)