Charles Trione is facing several charges and police say he's also a fugitive. There are several warrants out for his arrest in Missouri for stealing vehicles.
Investigators say he did it because he didn't want to miss the bus.
The dump truck was left running at a work site near 32nd Street and Van Buren when Trione allegedly jumped in and took off. He finally stopped near 24th Street and Buckeye.