Google Inc. caused a stir earlier this year when it unveiled a self-driving car without a steering wheel, or pedals for braking and accelerating.

But Google's goal of an autonomous car is bumping up against new testing rules from California's Department of Motor Vehicles.

The rules, which take effect on Sept. 16, require a driver to be able...