Unfortunately, there may be times when you deleted a reminder by mistake and need to get it back. Unlike deleted events, deleted reminders do not go to the trash section in Google Calendar. To the user of Calendar they are just gone. Below, is a video that shows how you can recover a deleted reminder from Calendar.
Hope you find this useful.