How can I prevent a screen reader/narrator from reading controls that are hidden in WPF?

I have a WPF application, which needs to support accessibility. I have a TextBlock that under certain conditions has its Visibility set to Collapsed.

The Windows 7 narrator and also NVDA screen reader both announce the TextBlock even so the Visibility is set to Collapsed.

What do I need to do to prevent it from being read?