Embedding YouTube link in course unit of coursepress pro

Hi I am trying to add a new unit to a course on coursepress pro. As the instructions says, I copy embedded link from YouTube to the box in the course unit.

When I say save and then preview, it shows the same embed link on the course page but does not load the video. Can you please help.

Thanks, Atul