The newer Toyotas all have push button start. Apparently, it's not very intuitive, unless you have a lot of experience building PCs with ATX power supplies, that you need to hold down the start button for 3-4 seconds to turn off the engine when it is in drive.
It's almost like Microsoft designed these cars: "What? I push Start to shut down the car/computer?"
