Just arbitraging ensures this scheme never blows up in their faces and they can never get charged with a crime. Acting shady (but not actually stealing anything) isn't illegal.
If your ability to make money off something is based on a pump-and-dump (or more fittingly, dump-and-pump) scheme, then you are either committing securities fraud or ending up in a lengthy legal battle over securities fraud.