What is the affect on a man's fertility when taking steroids?

Anabolic steroids shrink the testicles and decrease sperm count.

C has it right. When receiving exogenous testosterone (not produced within the body), your body thinks it has enough and shuts down the testes. Of course, it depends on what steroids you're talking about, but T is probably the most common.