The best way is to install Microsoft fonts from synaptic or run this sudo apt-get install msttcorefonts in terminal.
Restart the browser. Now the output will be as desired
If you still have the problem in viewing the page and specific to the fonts the reason could be the permissions to the fonts files and directories. Check the permission in your .fonts folder in home directory. May be the read rights missing. Change it accordingly and bingo you fix the problem.
Enjoy the best browser :)