Police say it happened in the 1900 block of Monmouth Street.
They say the male ATV driver and his female passenger took off from the scene.
The pair left the vehicle in a scrap yard near Frankford and Lehigh avenues and ran off.
Police caught the woman, but are still searching for the man.