Fuller returned to the Preston side after suspension to score twice and create the other goal in a derby that had its fair share of fireworks.
Brown said of his match-winner: "He is impossible to handle when he is on form, but he is always on form for us.
"I don't think he has scored as many as he deserves this season. He is a great acquisition.''