Elementary, Watson.

Simply say "Excuse me, Mr. Robber/Rapist/Murderer guy, could you please pause for a minute and let me call the police so they can come here and protect me from you?"

To which the perpetrator replies "But of course, my good fellow. Being that I have a gun and you don't, gives me too much of an unfair advantage over you."

Problem solved.