In statistics what is the fundamental assumption?

You may be referring to the Central Limit Theorem.

The Central Limit Theorem states that if you draw a large enough random sample from any population with a finite variance, the distribution of that sample will be approximately Normal (i.e. it will follow a Gaussian, or classic "Bell Shaped" pattern).