For future reference, Apparently this is somewhat of a known issue. I think a workaround is just to click Load Data twice and the fields appear. Haven't tested this at the moment since I changed my data strategy (storing everything in QVD files now) - This doesn't mean its solved.
Note I'm using QlikSense 3.2
If anyone is facing this same issue, please collaborate with their own logs/scenarios.