Really? I've never heard that complaint before. I didn't do much of anything outside of pick a standard Wordpress template, so I can't imagine it would use a font that isn't pretty universal.
It's supposed to look like this: http://www.designfreebies.org/wp-content/uploads/2010/08/fre...
My hosting service has been having trouble serving assets recently. I'm wondering if that might be the problem...