Betting the flop is feasible. It's already a large pot and it wouldn't hurt to get in money while you're ahead.

If you don't bet the flop, IMO you have to bet the turn - if nothing else, to build a pot that you can push into on the river.

I doubt that with this pot size that a river push will be called unless this guy is doing something silly like "slowplaying" an overpair.