> Are they immune to prosecution if they do illegal things?

"Immune", no, but prosecutors are unlikely to prosecute prosecutors for overzealous prosecutions, and are also unlikely to prosecute police and others working for prosecutors for their actions in support of such prosecutions.

You are right. Appeal overturn, censure, disbarment and prosecution are all options depending on the specific wrongdoing -- but all would happen after the initial case.