Take a look at this Schwalbe website article about tires and rolling resistance. In order to get less rolling resistance out of a skinny tire it needs to be inflated to a higher psi. resulting in a rougher ride. The spring 2013 issue of Bicycle Quarterly is devoted to tire performance and comes to some interesting conclusions about wide vs. skinny tires and rolling resistance.