This was exactly the route I wanted to go down until I found out about hydroponics, especially the Kratky's method. It's super easy, does not need any electronics or pumps, and I've successfully grown lettuces and herbs.

http://www.instructables.com/id/Kratkys-non-circulating-hydr...