A guy from Lexus came over with a scan tool but not a single fault code showed up so ended up having it towed to the workshop. Fuel pump is running fine and they are going through the whole fuel system, and after a while they asked for both keys so they are looking into the immobiliser/electronics.
*money flies away with the wind*