In addition to removing the password from /etc/shadow, you need to take one of the following steps:
Edit /etc/default/login and comment out PASSREQ=YES or change it to PASSREQ=NO. This allows all users to remove their password!
The second way is to give a particular user no password with the following entry in /etc/shadow:
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