If you supply the horse with food you will be able to distract it long enough to hopefully find an escape. Although, if you do not have enough food to sustain the horse consequenses may be adverse. Favourite food items include pasta bake, beef wellington and apple.

This is the last seen mugshots of the horse. If you see it coming towards you make sure to run.