Commerce: save quantity button removing products
The issue is that I had written some javascript to change the value attribute of the "save" input to "update". After changing it back to "save" the button works just fine and nothing is removed from the cart.

To confirm, I went to a different theme and changed the value attribute of the "save" button to "foo" and it started removing line items from the cart.