The chart shows oil prices adjusted for inflation in April 2008 dollars. As you can see current prices in real (inflation adjusted) terms fell from July 2006 until January 2007 but then rose sharply since January 2007.
You could see after adjusted for inflation oil price is between 20-40 most of the time.