The 45-year-old driver from Pennsylvania refused aid after climbing out the back.
He didn't immediately receive any summonses.
A tow truck pulled the van from the shallow, murky riverbank near the Taco Bell on South River Street.
There was minor property damage to a railing, police said.
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