A: There have been several answers to this question over the years, some of them esoteric and mystical. The main idea is this:
We do not want the angels to understand the Kaddish since, apparently, they do not understand Aramaic. This prayer achieves an exaltation of God which transcends the heights that angels can achieve with their divine service so we don’t want them to be hurt and “jealous.”