For more information, see the FAQ What does the Privacy switch do?

On the apps:

When you try to view the feed from a camera that's in Privacy mode, you'll get a popup like the one seen below right.
 

On the website:

When you try to view the feed from a camera that's in Privacy mode, you'll get a popup like the one seen below.