I installed Microsoft fonts by mistake ( msttcorefonts ) and forgot all about it. However it messed up the entire system. These fonts are not anti-aliased or smoothened and they are razor sharp.

If you have installed – just remove them sudo apt-get remove msttcorefonts and sanity will be restored.