How do we permanently delete a customers data/profile

How do we permanently delete a customers profile and data from our CRM? We clicked the "delete" option under the "more" drop down menu however we can still pull up the contacts profile and it shows an "undelete" button....how do we permanently delete?

Contact our Support Team via chat and give them the customer id number and they can assist you.