The sheriff's office released surveillance video showing the man dumping some sort of fuel around the lobby. It happened on Monday just before noon.
The man then appears to light a piece of paper on fire and drop, quickly igniting the fuel. He then runs out of the lobby before leaving in a blue SUV.
The sheriff's office said no one was hurt and there was no major damage. Police did not immediately provide further information about the fire.