Problem is like the title described. Android is fine.

I observed that TwoLevelList is implemented with ListView. The shrinkWrap of ListView is set to true. If I changed shrinkWrap = false, bounce back animation appears on iOS.

I simply do
new Scaffold(
appBar: new AppBar(title: 'title'),
body: new TwoLevelList(...));