From the gallery, clicking on the center part of the music tile will play a preview of the song.

But clicking on the title of the music tile will take you to that song's submission page

Here you can view a detailed description of the song, who the author is, which licenses are available, etc. From there, you can download the song by clicking the link near the bottom of the page under the section labelled "File(s):"