check the CSS properties using Google Chrome Developer tools . From there you can come to know which css properties from your theme files are making that bolder .
Then open that css file and at that selector there would be something like
font-weight : 800 ;
make that to
font-weight : normal ;
There is no options in admin panel to handle this property .
Hope this helps