Yes, it is damaging. The leaves are the "solar collectors" of the plant, and it is the energy they create that keeps the plant living. The fertilizer you apply is for structural use and to help produce that fuel, not to drive the growth.
Instead, consider creating something along the line of a tomato cage to support the leaves upward.