The Tilburg-based hosts found themselves ahead following a Frank van der Struijk penalty, but the lead lasted just five minutes before Berry Powel restored parity.
The 32nd-minute dismissal of Willem II striker Frank Demouge then proved the turning point, with Donny De Groot grabbing a second for De Graafschap leaving the home side unable to respond.
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