Why are prime numbers so mysterious?

Could you elaborate on why prime numbers hold such a fascination and mystery for mathematicians and cryptographers alike? What properties make them unique and why are they so crucial in the realm of cryptography and secure data transmission? Is there a deeper mathematical explanation for their enigmatic nature, or do they simply represent a fundamental building block of number theory?