By all means try it but I'm afraid its a bit of a misconception. LEDS are forward-biased junctions, therefore exceptionally low noise - in fact they make good voltage references for this reason.

Looks like a great project, and one I'd really like to hear; *very* tempted myself, but with 93db/W speakers I don't need that kind of power