Also don't get push notifications on my phone
Are these recurring tasks that existed before you made the changes with your reminder setup? Is all tasks with reminders that's doing this or just a few? Also, can you please give the due date that you are using for these tasks so I can try to replicate the issue myself?
Actually I was confusing reminders and notifications. Very confusing in settings--but I have it fixed now.