Although "it is I" qualifies as the most correct in terms of grammar, in normal conversation people do not say this. If I should say, "It is I," then someone might consider me slightly strange. At the same time, students taking tests in some countries suffer at the mercy of strict grammarians, and so everyone should remember that "it is I" remains the safer answer.