The witness protection program is largely a federal program for informants who rat on their associates.
The WPP consists of changing your identity, cutting ties with friends, co-workers, and some family members, relocating, getting a new job, and in some cases, reconstructive facial surgery. Sorry, but i'm probably not willing to go through that as a potential witness.