Diagnosis & Repair
WARNING: This page is about a different car, the 2003 Lexus GS 300. However, it is still accessible from the selected car via links, so may be relevant.
Replace accelerator pedal position sensor. See ACCELERATOR PEDAL POSITION SENSOR in REMOVAL & INSTALLATION article.