As others have said, the size of roots is pretty directly tied to the size of foliage. Roots store energy(calories) in case something happens to the foliage or sunlight is low. The more energy they can take in, the more storage they need, as well as the stability that larger plants need from larger roots.

But how do you keep feeding the larger roots if the photosynthetic engines have giving them energy have been damn near removed?