Question

underground parts of a plant are not always roots

Answer 1

yes some plants grow underground also

Answer 2

In some plants, stems are also underground for some additional purpose; like food storage and vegetative propagation. Presence of scaly leaves on potato and ginger shows that they are not roots rather stems.