You can quit your job if that is your wish. But in doing so, you lose your H1b status and must therefore apply to change your status to another nonimmigrant status. If you want to pursue further studies, you need to apply to change status from H1b to F-1 student visa.
Answered on Jan 22nd, 2014 at 10:35 AM