This internal gas of some sort, how to stop it?

When I have to fart, but I can't because I'm around people, it like makes this kind of knocking noise, or even an "internal farting" noise down there. I hate tha I get nervous that it will happen, and when im in an office, how do I relax myself/take anything so that I have no stomach/rectum pains?