The US public sector is so big that the economy cannot support it and needs to be cut back, Sam Zell, chairman of Equity Group Investments, told CNBC Tuesday.

Health care and salaries provided for some public employees are "unrealistic" and at the moment are probably double what they are in the private sector, Zell said in an interview.