Cache has been cleared and Chrome is updated to the latest version.
Please note that the problem is not with my system, but the way Chrome handles web fonts.

This is the problem I’m experiencing
http://stackoverflow.com/questions/22011139/google-fonts-are-not-rendering-on-google-chrome

They do suggest a fix.