upload your favicon.ico into your wordpress blog add the below code inside header.php (Admin - design > theme editor > header.php)
<link rel="shortcut icon" href="http://mysite.com/favicon.ico" type="image/vnd.microsoft.icon"/>
<link rel="icon" href="http://mysite.com/favicon.ico" type="image/x-ico"/>