Folks ,
Thank you all for replying.
Something quite simple solved this issue.
The key path was pointing to /home/zenoss/.ssh/authorized_keys which is my public key in the rabbitMQ server.
While zenoss server have the private key.
Pointing to local private key in the path actually have resolved the issue.
Regards,
Ranajit