Hi Srinu,
Sorry, I couldn't find anyway to remove the logout button. I don't think there is any standard way of doing it. But you could look for Launchpage as BSP application in se80 transaction, here you will see the views and controllers for Launchpad.
There was a security issue at my customer's end, so there was no need to remove the logout button.
Regards,
Prerana