I understand that we do not want to say that the degree of the zero polynomial is zero, since deg($pq$) = deg($p$) + deg($q$), but this does not convince me that negative infinity is a better choice than infinity for the degree of the zero polynomial.
Is it because the zero polynomial still needs to have a lower degree than non-zero, non-constant polynomials? Or are there other reasons?