In between razor blade scrapes and the other suggestions above you can rub the mineral deposits repeatedly with pieces of lemon cut in half. Its not just the juice but also the hard rubbing with the inside skin of the lemon. There are reports that something in the lemon has a bit of an edge over vinegar and other diluted acids.
~~waterdrop~~