Timbre is also the way that we distinguish between one vowel sound and another: they are qualitatively different, with different harmonics. We know that eeeee is higher-pitched than ooooo, even when the actual pitch is the same! That's because the harmonics of the instrument (the human voice in this case) are changed depending on what part of the anatomy is resonating.

That's why we say that vowel sounds are "musical."