Not sure if this is the way to go, and if this is the only place the password is checked, but the AUTH command with an empty password causes the following error:

org.redisson.client.RedisException: ERR AUTH <password> called without any password configured for the default user. Are you sure your configuration is correct?.

So I assume it's safe to ignore empty passwords.