Brian from Snakebytes recommended using one of those rubber thumbs to gently wipe them off. I'd soak first and then try that.
But to clarify are you sure it's a retained eyecap and not a dented (dehydrated) eyecap? Sometimes if the humidity is too low the eyecap will look wrinkled and it's a hydration problem and not a retained eyecap.