Try brake cleaner - but I'd say better stay away from WD40 if you don't want to kill rubber parts.
Take off dust sealings first of course. You can try to brush it around yet, and try again.
If you know how you can try to dismantle the caliper and check inside... if cleaning will not help, maybe repair kit?