The man, who was wearing a monkey cap, entered the ATM of Tata Indicash, and snapped all wires and disabled the CCTV camera.
When the personnel in the patrol van approached the ATM, he took to his heels and escaped under the cover of darkness.
The cash box was intact, police said.
Mettur Dam DSP Natarajan visited the spot.