The Delete Selected action is the way to delete more than one Scheduled Issue at once.
In order to delete set of Scheduled Issues just select them and press the Delete Selected button:
Confirm the operation by pressing the Delete button:
After short while the previously selected Scheduled Issues are totally removed and they not visible anymore under "Scheduled Issues".