Cas Peters and Bart Straalman had put the bottom side two up against the hosts, who remain a place above them, before Sjoerd Overgoor and Nathaniel Will levelled the match.
The game appeared destined for a draw before Belgium midfielder Tarfi struck with two minutes to go to secure a dramatic win.
