Timbre is an inherent quality of real musical instruments, and a more correct analogy is that it’s what makes one piano sounds different than another piano. Timbre is not distortion; a piano is supposed to sound like a piano, not a pure tone from a frequency generator
So, harmonics? Do you know what THD stands for?