While it's true that the highest single gasoline price was during the Bush-43 administration, the Obama administration's annual average gasoline prices have FAR exceeded the annual averages during the Bush-43 years. The Obama administration has caused much more energy pain than 43 did.
Avg. of Bush-43 administration = $2.155/gal for regular unleaded
Avg. of Obama administration = $3.200/gal for regular unleaded
Data from EIA.gov