Dude doesn't wear a shirt and that is apparently a grave enough crime to have wanted posters printed and scattered all over town in a few hours. In a medieval fantasy world no less.
Also it was night in a world without electric lights. That alley should have been near black so everyone should have just been an outline. Mc had third eye vision power to see in the dark but no one else did and the thugs didn't have torches.