There are two broad reasons for having interpretations. First, because the results contradict our intuitions, and there's no agreement on which ones are sensible to abandon. Second, because there are experiments that we can't perform now (and maybe ever), so there's room for different hypotheses. This would lead to different theories, not just interpretations, but often these ideas are lumped together.