This worked for me without using the reflection.
my_layout.xml
<NumberPicker
...
android:theme="@style/DefaultNumberPickerTheme" />
Styles.xml (AppTheme is my app theme in the app)
<style name="DefaultNumberPickerTheme" parent="AppTheme">
<item name="colorControlNormal">@color/dividerColor</item>
</style>