Is it to be expected that if you pet a horse it will bite your arm?

A friend of mine jumped out of the car to go up to a lovely horse who was in a fenced pasture. It came up to the fence, he petted it and it proceeded to bite his arm and leave a big red mark! Is this normal?? Or was the horse just having a bad day?