Maybe this is what's confusing:
only Begin Date/Time is working with Recurring/Reminder feature (I believe), not due date. Ie. due date will not be updated after dismissed in the reminder dialog. So if you want to get recurrent feature, set it as an Event, not Task.
Then you will be able to see it in Upcoming Events search.
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