The man, who police believe is homeless, was caught on surveillance video putting an object underneath a car parked on Grand Avenue near Olympic Boulevard and walking away.
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A short time later, flames suddenly appeared.
The call made to firefighters first went out as a building fire, but crews said the building was never damaged.
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The incident remains under investigation.