As said here and i quote:
just change this line on config.inc.php
$cfg['Servers'][$i]['auth_type'] = 'config';
to
$cfg['Servers'][$i]['auth_type'] = 'cookie';
then you will be prompted to login when you refreshed the page. Afterwards, the log out icon will appear next to home icon.