The cash-strapped League Two outfit - who sacked manager Chris Casper and director of football Keith Alexander on Monday - went ahead through defender Ben Futcher in the 18th minute.
Leading goalscorer Andy Bishop applied a neat finish to claim his 12th of the season shortly after the hour mark to secure a famous win and set up a fourth-round trip to Southampton.
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