NSW Police were called to a car park in Dulwich Hill about 10:20am on Friday after reports of a stolen vehicle.
Fire and Rescue NSW extinguished the fire with no injuries reported.
Officers were told a man was armed with a firearm inside a reported stolen vehicle before allegedly setting fire to it.
On Sunday night, a 32-year-old man was arrested in Burwood after allegedly attempting to evade police.