Check the ignition timing, make sure the injectors aren't clogged, the fuel pump and the throttle body bore, as-well-as the air filter, fuel filter, EGR system and if you absolutely HAVE to.. a compression test. Those are all of the reasons I could think of that may cause this problem.

-More than likely the fuel filter.