It's also possible to make this dish in the oven! Put your chicken in a casserole dish and season with salt, pepper and garlic powder. Mix the sweet and sour sauce together, including the cornstarch, and pour over the top. Bake at 400 degrees for about 20 minutes. The chicken should be cooked through and the sauce thickened.