Hi Kousik,
Do you see the ConsumerScenarioCollection? We had a similar issue and the problem was that the ConsumerScenarioCollection was missing. We implemented the SAP note 1850312 and the issue was solved. Also review the scenario definition for the custom workflow you are using.
Thanks,
Fernando