"But she must realise that in democracy you have to act in a democratic manner. This is the defect in her. She is very intolerant," he said at a Calcutta Press Club programme.
The press council chief's criticism of the chief minister came on a day the local media reported about the disciplinary proceedings launched against an Indian Police Service officer for writing two books critical of the government.
"She is not prepared to listen to others. You have to listen to others. Ultimately you take the decision yourself, but after getting good advice," said Katju, a retired Supreme Court judge.
Quoting Chanakya - the shrewd minister of Maurya emperor Chandragupta - Katju said: "A good ruler is he who appoints good advisers and listens to good advisers."
He quoted a saying in Hindi which means if the king says cat has carried away the camel, you must say yes. "Yes, this is the defect of your chief minister," he said.
"She wants yes men. But you must not have yes men around you," he warned.
But Katju also said that Banerjee has shown some improvement in the state. "But she needs to improve more."