There's a nice article "Cryptography is a science, not engineering" [0] that gives an overview of cryptography that might help with your question as well.

The essence is that in modern cryptography you're creating a provably secure system. One of those proofs is that your prng outputs a uniform distribution.

[0] http://www.daemonology.net/blog/2013-06-17-crypto-science-no...