Issue:
When install with lighttpd as the web server, the installation process goes through the steps for the local SSL certificate. However, it seems that lighttpd does not have the SSL module enabled as part of this by default.
Solution:
Run (as root) the following.
lighttpd-mod-enable ssl; /etc/init.d/lighttpd force-reload