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Not a professional ESL teacher.
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Hello everyone!
I am an English Philologist. I do agree with most of people here; "IT IS TIME WE WENT HOME" is correct, as well as "IT IS HIGH TIME WE HAD TEA".
According to me, the explanation is -"IT IS TIME........." and "IT IS HIGH TIME......." both are phrases which are used with past form of the verbs.