The 19-year-old has made a massive impression on manager Dennis Greene both in training and in the Pilgrims' opening pre-season fixtures.
Greene told bufc.co.uk: "Kaine is an extremely exciting talent and we are looking forward to working with him over the next two years to really develop his game."
Felix is expected to feature in Saturday's pre-season friendly against Aston Villa at The Jakemans Stadium.