Print No Data Set Band for Empty Dataset

I have a report which has a dataset. I want to print No Data Band whenever the query in the dataset returns 0 records (empty dataset).

I have set the "When No Data" to "No Data Section". But it doesn't seem to be working.

Any Suggestions?