A person who is severely mentally impaired could be exempted from council tax. A person is treated as severely mentally impaired if s/he has a severe impairment of intelligence and social functioning which appears to be permanent.
They would have to show that they were entitled to either the middle or higher rate care component of disability living allowance.
If the family are sick or have disabilities then surely they'll be claiming council tax benefit?