Where is the fuel filter located in a 2007 Sienna LE?Can Sep 14, 20112008 sienna, starts then after a few seconds quits, starts no problem but then stalls after a few seconds or when you press the accelaerater. needs new fuel filter i guess. Where is it located. The fuel filter is located in the engine compartment, at the inlet line to the fuel rail. Toyota Sienna Fuel Filter | Auto Parts Warehouse That's not a problem. We've worked hard over 11 years designing a website experience that makes it easy for anyone to idenify whether parts fit their car. Just plur your Toyota Sienna and Year into the Year Make Model selector above and when you search for a Fuel Filter Auto Parts Warehouse will only show you parts that fit your vehicle.