The central limit theorem (CLT) is a foundational theorem in statistics that states the sum of a large enough number of independent random variables has a resulting distribution that is approximately normal. This is regardless of what population the sample was drawn from.
https://www.cs.toronto.edu/~yuvalf/CLT.pdf two proofs