The boy was left with injuries to his hand and body after an incident at CS Square Shopping Centre in Caroline Springs about 5.15pm.
He has been taken to hospital with life-threatening injuries.
“Investigators are still trying to establish the circumstances surrounding the incident and the investigation is ongoing but it is believed the offenders have left the area,” Victoria Police said in a statement.