The significance of the null hypothesis in scientific research is that it provides a baseline statement to test against. It posits that there is no effect or difference between groups or variables in a study. By establishing the null hypothesis, researchers can use statistical methods to determine whether to reject it, thus supporting the alternative hypothesis that suggests an effect or relationship exists.