There is very little relationship between tyre width and performance. In fact, contact patch can be very much the same for very wide tyres.
There are too many variables. The quality of the tyre casing is by far the biggest consideration. Pumping tyres up to silly high pressures on rough roads will actually slow you down, due to vibration, whereas a lower-pressure, wider tyre is actually an advantage under those conditions.
We don't ride on steel rollers, which is where most "rolling resistance" tests are performed.
I've explained this elsewhere, but I'll say it again: Conventional wisdom dies hard, along with over-inflated tyres.
Look into some of the latest, fast rolling wider tyres, like the new Continental Grand Prix 24mm and 25mm Schwalbe Ultremos. And don't pump them up to the max.