Sidewall deflection is what causes most rolling resistance. Wider tires roll faster because they exhibit less sidewall deflection.
At a certain point weight, and to a lesser extent aerodynamics will become a penalty and returns will diminish. In general however, a slightly wider tire will roll faster because of less sidewall deflection.
-Tim-