Diagnosis & Repair
WARNING: This page is about a different car, the 2003 Lexus LS 430. However, it is still accessible from the selected car via links, so may be relevant.
Replace accelerator pedal position sensor. See SENSORS & SWITCHES in REMOVAL & INSTALLATION article.