How to remove Search.gamekapow.com (Search.tagadin.com)

Search.gamekapow.com (Search.tagadin.com) is a search engine which acts like a browser hijacker. An obvious sign of this is method of distribution. Search.gamekapow.com is installed secretly through the other software.