You also need to specify the font in the book itself.
In the overide CSS box put something like this:
Code:
body {font-family: fontname, generic family;}
Where
fontname is the Exact name of the font (surround it in double quotes if it contains spaces), and
generic family is the corresponding generic family the font belongs to (eg: Serif).