Make a change to the following file:
.\SHOP_ROOT\themes\classic\modules\ps_contactinfo\ps_contactinfo-rich.tpl
Comment out or delete the whole section talking about email address from [if] to [if]
Make sure "recompile templates if the file has been updated" in performance is selected for "template compilation"