Sounds like you want an mp3 since you mention conversion of FLAC files?

For that, on the page you linked, scroll down until Download Options appears on the right. Click on VBR MP3 at the end of the list. This gives you a list of all the mp3 files.

Your browser may be slightly different, but in firefox I just right click on the file I want and select Save Link As ...