I read in this link: enter link description here
Outliers tend to increase the estimate of sample variance, thus decreasing the calculated F statistic for the ANOVA and lowering the chance of rejecting the null hypothesis.
I am very confused.
Null Hypothesis: Data is normally distributed. So, if a data has outliers, is not normally distributed, fails to reject the null hypothesis and increases the chances of rejecting the null hypothesis.