what kind of data source is it?
My immediate thought goes to permissions. Do you have the same permissions on Tableau's end as well as the data source end?
Thanks Mathew , but that is not the case here.
Moreover I found out there seems to be a bug issue in Tableau 10.0.0.
We had to format the system (OS Formatting)
Its working fine now.