How to remove Mysupersearch.net

In case http://mysupersearch.net/ has become browser’s default search engine without your consent, well then you picked up a hijacker. Restoring settings manually doesn’t solve the problem since the malware reassigns them again. At first sight, there is nothing suspicions because it looks like other search engines like Google or Bing.