Well, it is certainly worth a try, since the tape is so cheap. The white color works just as well and I have seen small rolls for less than a buck.
With the head of the bolt held away from you, wrap the tape clockwise, stretching it slightly, overlapping each layer over about half of the last (like electrical tape). It's will "stick" easier if you clean any oil from the threads first.