You may be confusing the distribution of the means of the samples (which will be normally distributed if the Central Limit Theorem holds) with the sample itself

You may be confusing the distribution of the means of the samples (which will be normally distributed if the Central Limit Theorem holds) with the sample itself (which will not generally be normally distributed).