The Terminator 2: Judgment Day star, 35, was reportedly walking through the rough neighbourhood when he stopped to ask for directions from a passerby, who then demanded his wallet.
Furlong obliged and then flagged down a police car to report the incident to cops, according to TMZ.com.
Skid Row has become a popular place for drug dealers and is known for having one of the largest homeless populations in America.
