Javier,
The Vibrate on Touch option is definitely not there: not under Sounds and not under Keyboard Settings.
However, the link you gave me did the trick. I installed All-In-One Toolbox, which includes a Haptic Feedback switch. Once I switched that off, the vibrations went away.
I must say...