Task past due e

I created a workflow rule to send an email to the task owner when a task is past due. The problem is that the task can only be executed when the task is created/modified/deleted. I need the rule to be executed automatically instead of when the task is edited. See the attached workflow rule screenshot if there is any confusion. Does anybody know how to solve this?