Is it stained yellowish, or merely dusty?
if it's dusty, you can reverse vacuum it and blow out as much dust as possible, or use a compressor to do the same thing. Then wipe it down with tack cloth. Then blow dry it with a hair dryer on the "cool" setting, to fluff the hair.
If it's stained, you'll have to bleach it or buy a new shoulder cape.