I was looking everywhere for this answer, but all related questions on SO are very old. This question is from 2009 and the best (and only answer) has 3 steps. Really? I mean.. isn't Uninstaller a basic feature of every Installer?
Why Microsoft would create a feature that basically installs your app without an option of uninstalling it? That doesn't make sense at all.. so I really hope I just couldn't find it and there is an easy way to uninstall "ClickOnce" application.
EDIT: I'm using Visual Studio 2015