Do you have a password set? I am not sure the browser can handle the password dialog that calibre-server uses.
(HTTP Digest Auth, rather than a form post + tokens.)
What I did, using the hacked skipstone browser admittedly, was embed the username+password inside the URL.
i.e.
http://username:password@calibre-server.example.com