I might misunderstand the question, but it seems to me that the identity matrix does not admit any nonsingular good minors.

The matrix with zeroes on the diagonal and ones everywhere else is nonsingular, but all its "good" minors of size bigger than 1 are singular, since they have all entries equal to 1.