I was working with SQL 2008 R2 and found that to use delete when there is no match, the syntax got changed.

Instead of

"WHEN SOURCE NOT MATCHED THEN

DELETE;"

It is now

"WHEN NOT MATCHED BY SOURCE

THEN DELETE;"

Hope you guys have noticed. But Just an FYI