He actually had a positive trust with 5 good feedbacks. When I started worrying about him not replying I checked his previous sales threads and saw that quite a few people never received their items, but apparently didn't put in a negative feedback.
I paid with Bank Transfer which unfortunately I can't reverse as far as I know.