Court records show Stump failed to appear on a misdemeanor driving without a valid driver's license case in Beverly Hills in June 2007. A judge issued a warrant for his arrest at the time.
A phone message left for Stump's music publicist wasn't immediately returned Wednesday.
Fall Out Boy is scheduled to play at the Reading Festival in England on Friday.
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