Android : SwitchCompat on pre lollipop devices

I am trying to implement SwitchCompact from AppCompact but It looks different on different version devices. On lollipop & Froyo it looks good but on Gingerbread to Kitkat it doesnt looks like a switch.

Can't attach image due to reputation restriction, plz check here. http://i60.tinypic.com/2lng7qd.png

Code :

<android.support.v7.widget.SwitchCompat
        android:id="@+id/label_switch"
        android:layout_width="wrap_content"
        android:layout_height="wrap_content"
        android:textOff="No"
        android:textOn="Yes"
        android:checked="false" />

Can I make these Switches looks like same across all version or atleast make them look like Switch?