I have the the html5 plugin enabled, and I tried to add an audio attribute and element to HTML filtering, and also have my mime types all set, but no joy.
Ex. try this...then save, open the html editor and see only demo2 survives.
<audio id="demo2" src = "song.mp3"></audio>
It doesn't seem to be as picky about other parameters such as width, height etc.