It does not mean 'about time' -- it means the last appropriate time, verging on lateness. One source's indication of its origin is Shakespeare's Comedy of Errors : ANTIPHOLUS OF SYRACUSE: There's none but witches do inhabit here; And therefore 'tis high time that I were hence. This is at least an early use.
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