Hi Mohan,
Have you used autodetection to configure your ecosystem? You should be able to change the HDFS principal in Ecosystem Preferences. Or maybe Toad uses the nn-server@realm principal even though you have configured it differently? If so, could you take a screenshot of the situation?
Regards,
Lukas