Why can't I summon a horse in Minecraft

The ID of horses (and many other entities) has changed in 1.11; they are no longer EntityHorse.

Try the following command:

/summon horse ~ ~1 ~ {Tame:1,Saddle:1,Attributes:[{Name:generic.movementSpeed,Base:1},{Name:horse.jumpStrength,Base:2}]}