Apparently, the priest that had to make the decision whether Iceland should adopt the Christian faith or not rode back past this waterfall after having made his decision in favor of Christianity. To seal his decision, he threw all his old religious statues into the falls, which from that got the name Gošafoss, fall of Gods.