We often use this structure to criticize or complain. It expresses that something should have been done. We use the past tense to refer to the present, the future, or a general situation.
It’s time we went home. → (meaning: It would be better if we went home.)
It’s high time she learnt how to cook! → This makes the criticism stronger.