Remove access for site collection administrators from sub sites

Hi,

We have site collection with sub sites for departments. Here few departments is having confidential data and they don't want to give access to the site collection administrators also.

Is this possible to remove site collection administration rights for sub sites? If Yes,please tell me how can i achieve this.

Regards,

Saya