Can't change Icon Column icon

Hi,
I inserted some Icon Coloumns to my page, the code was copied from the demo site.
It is perfectly working except icons: if I’m changing the icon name in the shortcode to anything but the 4 default (brain, shield, chart, user-2) the site displays the brain icon.

What’s wrong? Should I upload the icons first or what?

Thanks,
John