<p>As the title says: What is the difference between a non-secure random number generator and a secure random number generator?</p>

No computationally feasible algorithm should:
recover the seed, or
predict the "next bit"
for a secure random number generator.
Example: a linear feedback shift register produces lots of random numbers out there, but given enough output, the seed can be discovered and all subsequent numbers predicted.