Not only it is for material, but for improved technology.
At present India have the capacity to built 220 MW and at most 440 MW, but not 1000-2000 MW super plants and definitely inferior in boiler tech (optimization of power) and other tech, which west has mastered (US, France and Japan).
So, we definitely need nuclear deal to get tech, raw materails and legitimization of our nuclear weapons.