Ten-man Leigh slipped to their first defeat in three games when they went down at Stalybridge in the Nationwide Conference North.
Kevin Ratley had handed the visitors the lead but the Railwaymen's goalkeeper, John Lamb, was then sent off for a professional foul and Celtic equalised from the resulting penalty.
And disaster struck for Stuart Humphries' side when the hosts grabbed a last-gasp winner.
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