It was shown that Dave started the fire in season five, episode eight "City on Fire." He did it to cover up the fact that he had killed Dr. Heller, his psychiatrist. Porter had nothing to do with starting the fire, he was just a scapegoat.

You spell it PORTER and NO he didnt. Dave sttarted it. It shows.