Seeing as rem units are based on the font-size
of the <html>
element in your case, you should be able to change that font-size
and watch the rest of the font sizes change as well.
I was able to use this code:
jQuery(document).ready(function() { jQuery('html').css('font-size', '24px'); });
(24px
can be replaced with any size.)