Why do visitors see "We’re sorry, but this fundraising page is not available"?

If a visitor attempts to access a Fundraising Page on the front end via a direct link and is greeted with the message "We’re sorry, but this fundraising page is not available," this Fundraising Page has been unpublished in the administrator:

To details on publishing it, check out Publishing or unpublishing a Fundraising Page.