From Latin multifōrmis, calque of Ancient Greek πολύμορφος (polúmorphos). By surface analysis, multi- (“many”, “multi-”, multiplying prefix) + -forme (“form”, “shape”).
Practice speaking and memorizing "multiforme" and many other words and sentences in Italian.