Van Pelt, whose only PGA Tour victory came at the 2009 Milwaukee Championship, was making his eighth appearance in the season's final major.
The 38-year-old's best PGA Championship finish was a tie for 17th in the 2005 edition at Baltusrol.
(Reporting by Mark Lamport-Stokes; Editing by Julian Linden)
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