Recall the Central Limit Theorem.
The Central Limit Theorem says that no matter what the distribution of the population is, as long as the sample is “large,” meaning of size 30 or more, the sample mean is approximately normally distributed.
If the population is already normal, then any sample size will produce a normal sampling distribution.