Bottle nipple popping inwards

My son's bottle nipple constantly 'pops' inverted during feedings. I check the vent and it's not covered. Is this a sign he needs to be moved to a size 2 nipple? He was initially one of those babies that choked and hated a heavy flow so I'm not too sure. But it's super annoying when it happens.