Photovoltaic cells can take in a broader range of energy from the sun than plants can through photosynthesis. LEDs can then emit that energy at specific wavelengths such as red or blue that the plants can take in.
The whole system can end up being more efficient.
Furthermore the prospect of growing plants in a completely controlled environment where you can control all the variables from light intensity, light cycle, temperature, humidity and remove the pest factor and therefore the cost of pesticides can result in a much better final product.
1) Focuses on holistic management, rejects intensive injection of industrial inputs into the farm/garden, and emphasizes applications of emergent activity of native species rather than aggressive "pest control".
2) Focuses on keeping "unnatural" chemicals or genes out of / off of the food.
I think this approach would tend to look organic under lens #2 but not lens #1. Various definitions of "organic" lend different weights to them and introduce other considerations, though.
A really good diode light source might have a wall plug electricity-to-photons efficiency of ~50%, and the best rooftop solar modules achieve a bit over 20% light-to-electricity conversion efficiency. I would really be curious if anyone can provide citations to the effect that sunlight -> PV -> LED light -> plants is more efficient than sunlight -> plants. You'd have to get an enormous benefit from wavelength shifting, enough to offset the ~90% energy losses from sunlight -> PV -> LED light.
So, ignoring costs you can come surprisingly close to break even in terms of energy budget. Though we are likely better off going with GMO plants to capture more light than build millions of acres of solar farms just to break even.
As a market matures, new markets appear. When LEDs become so cheap and you have all the light you need, you could add more light or find new applications.
For example, right now using LEDSs for growing food is cost prohibitive, but if prices go down a significant amount of agriculture could be done with it, as solar panels are way more efficient converting light to energy and you could close your plants away from pests without insecticides, or underground, or transport the energy to places in winter without natural light.
This application alone could mean hundreds of times more LED light than what is used today in houses.