I had the same problem today - and I think you nailed it down already - your downswing may be too steep. I slowed my takeaway down (I find if I take it away too quicky I come down too quickly) and I flattened my swing out and no more pop ups - it clould also be that you are teeing your ball too high given your angle of attack.

I hope this helps, good luck!

James