Nightmares are a new type of monster introduced in Mahou Shoujo Madoka Magica: Hangyaku No Monogatari. They resemble dolls with a pair of disembodied blue hands, and primarily attack by shooting exploding objects.
It is later revealed in the movie that the nightmares are actually false opponents created by the Witch (Madoka Magica) barrier the movie takes place in.