org-agenda-skip-unavailable-files

org-agenda-skip-unavailable-files is a variable defined in `org.el'.
Its value is

nil

Documentation:
Non-nil means to just skip non-reachable files in `org-agenda-files'.
A nil value means to remove them, after a query, from the list.

You can customize this variable.