The prices hurt, but the real problem is supply. Cutting a few cents helps psychologically, but any significant cut in price just compounds the real problem. Unless people control their consumption as the President requested, the price will jump back up due to the demand.
The biggest impact from the government getting out of the equation is not removing taxes, not opening up the SPR, but the suspension of the multitude of blends of gasoline that need to be created.