Find the xml file of your menu and change the checkableBehavior of the corresponding group from single to none.

The description of the problem is not clear enough and I don’t know what causes it.
Solution: Add a click listener for the item and set the item's isChecked to false

//navigationmenu是一个NavigationView对象
navigationmenu.getMenu().findItem(R.id.drawer_favourite).setOnMenuItemClickListener(new MenuItem.OnMenuItemClickListener() {
            @Override
            public boolean onMenuItemClick(MenuItem item) {
                item.setChecked(false);
                //do something
                return false;
            }
        });