Play a song on a click without leaving the page

I'm new to this so sorry in advance! I'm making my own site and I saw this site http://headlockmusic.com and when you click on a song, it plays without leaving the page. After looking around I'm almost sure that it's a query thing. Could someone please pass on a way that I can do the same thing with my songs.

Thanks a lot.