Controls eliminate alternate explanations of experimental results, especially experimental errors and experimenter bias.
For example, if a researcher feeds an experimental artificial sweetener to sixty laboratory rats and observes that ten of them subsequently become sick, the underlying cause could be the sweetener itself or something unrelated.