Aviation fuel is dispensed at a limited number of places; it would be easier (or just as easy) to implement a higher aviation fuel tax than a higher auto fuel tax.
Increasing the tax on aviation fuel to $2/gallon wouldn't produce massive shifts in the next several elections, therefore it's easier to implement.