How did you learn it? Did you maybe grow up in an English speaking community
Yeah I'm a native speaker and read a ton as a kid, and then ended up being a lit major, so I guess my idea of what words are normal could be somewhat skewed. But I think that one I probably heard it from my dad.
Looks like the gimp usage peaked in the 1860s, at least in books.