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The Oxford Dictionary of Surnames (1997) has:
Willmot, Willmott, Willmett, Willmetts, Willimott and a few others, but not exactly Willmitt.
It explains them as a "hypocoristic of Willelm (William)".

Maybe this is it, I don't know.

Andy ;—)