It can happen quickly given the right circumstances. In machine learning, the editors of Machine Learning resigned en masse and set up the open-access Journal of Machine Learning Research, which became the top ML journal quite soon after being launched: http://jmlr.org/

The old ML journal is still prestigious as well, but there's now an open-access alternative that's at least as good and probably somewhat better.