I've got the same stuff, I believe it is a form of coralline algae, the stuff isn't just purple-there's red, green. white.
Have you tried using a magic eraser scrub pad... just make sure you get the ones that don't have any cleaning chemicals added. A lot of people have said it is safe on acrylic, try it on a inconspicuous, small spot first.