Go to a partner. Next to the partner's email address you will see the
checkbox 'Opt Out'. Once you press it the partner's email address will be
blacklisted and the checkbox will be set. If you uncheck if the email address
will be removed from the blacklist.

You can also search for partners using the opt out as search criteria.