Reminders does not backup or has a deleted folder, so once deleted, it's gone.
If one has a Mac and a Time Machine backup, can try to restore the entire Reminders database. Looks like the data is stored in ~/Library/Reminders. Have not tried to do this myself, so not sure what problems one might run into (read: might make things worse by causing loss of all Reminders in iCloud).