Using control variables in scientific experiments is significant because it helps ensure that any changes observed in the dependent variable can be attributed to the manipulation of the independent variable. This enhances the reliability and validity of the outcomes, minimizing the influence of external factors and allowing clearer conclusions about cause-effect relationships.