According to wikipedia, caffeine can be synthesized, but is normally just obtained as a byproduct of decaffeination.

If anything would increase in price, it would be energy drinks and other caffeinated beverages. Price increase would probably be minuscule, as I imagine the demand for solar panels is dwarfed by the demand for soda and energy drinks,.