Thanks so much! Now it works fine!
I guess steps to reproduce the problem should look like:
I guess that reason is I configured celery improperly. The question is what parameters should we use to make celery working without redis (if it is possible)? Either it requires some other service instead of redis?
Sorry possible stupid questions but I hever used celery before...