Term for "brain-watering"
Solution 1:
Generally the mind hungers rather than thirsts. Feed your brain, don't water it!
For a general phrase, I would use "intellectually starved for a good book" or something similar. This is usage number three from http://www.merriam-webster.com/dictionary/starved