This has actually succeeded before though. Journal of Machine Learning Research (JMLR) is one of the premier journals in its field, is open access, and was formed by the mass resignation of editorial board of 'Machine Learning'.
https://en.wikipedia.org/wiki/Journal_of_Machine_Learning_Re...