At the moment, nothing as the tag doesn't support the 'Controls List' functionality (Video does, Audio doesn't.....blame Google)
But I might have a way of kludging it, so keep an eye out for an update.
One other thing to note: even if I can remove the Download option, there is nothing to stop the user from right clicking the player and choosing to save the audio there.