I've installed and deleted kubuntu-desktop just to look what KDE is, and so on, and now even in Unity some fonts are totally ugly :( Specially in Firefox, I have real eyeache after reading sites with these fonts. How to restore them like it was before?
This fixed it for me:
Change the content of the file $HOME/.fonts.conf to:
Then restart firefox.