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After spending several hours on this, I found an answer in the Celery FAQ:
I wasn’t seeing the deadlock errors in the log, but modifying my /etc/my.cnf to include:
[mysqld]
transaction-isolation = READ-COMMITTED
resolved my issue.
Hope this helps someone else!
Source:stackexchange.com