The midfielder was brought on as a substitute midway through the second half and responded with a 101st-minute strike to finally see off the League One side.
David Bell twice went close for Luton, the lowest-placed team left in the competition, while Joleon Lescott cleared a late Matthew Spring shot off the line.
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