If your car's steering wheel is shaking when you accelerate, there is a high chance there is some issue with your brake caliper. But remember, a bad brake caliper will cause shaking only when you cross the optimal driving speed of 40 to 50 miles per hour. It will keep increasing as you increase the speed. So, if the shaking happens at low speeds, you must take your ride to a mechanic.