Comment by grey-area

Leonardo, Michelangelo, Picasso, Mozart, Cezanne, Bach, Rembrandt, Goya - none of these artists stuck to one instrument or medium, most were masters of many and all experimented freely. Your thesis does not hold true for many great artists I can think of.