How to change the line color of a UIDatePicker

huniser_suraj answer is correct, just use additional check for future changes, this is how I use it, for UIPickerView & UIDatePicker, respectively:

    for subview in self.picker.subviews {

        if subview.frame.height == 1 {

            subview.backgroundColor = UIColor.whiteColor()
        }
    }

    if let pickerView = self.datePicker.subviews.first {

        for subview in pickerView.subviews {

            if subview.frame.height == 1 {

                subview.backgroundColor = UIColor.whiteColor()
            }
        }
    }

iOS 10 UPDATE

From iOS 10 on, this doesn't work anymore, as mentioned in some of the comments, i.e. finding the subviews & getting to them works, but setting the background color doesn't work anymore. I did another dirty solution for this, I'm setting a border with a border color which works.

    for subview in self.picker.subviews {

        if subview.frame.height <= 5 {

            subview.backgroundColor = UIColor.white
            subview.tintColor = UIColor.white
            subview.layer.borderColor = UIColor.white.cgColor
            subview.layer.borderWidth = 0.5            }
    }

    if let pickerView = self.datePicker.subviews.first {

        for subview in pickerView.subviews {

            if subview.frame.height <= 5 {

                subview.backgroundColor = UIColor.white
                subview.tintColor = UIColor.white
                subview.layer.borderColor = UIColor.white.cgColor
                subview.layer.borderWidth = 0.5
            }
        }
        self.datePicker.setValue(UIColor.white, forKey: "textColor")
    }