#Changing the db_user from dvwa to root solved the issue. So effectively you need to change the line:

$_DVWA[ 'db_user' ]     = 'dvwa';
to:
$_DVWA[ 'db_user' ]     = 'root';
$_DVWA[ 'db_password' ] = '';