It's easy, just change the constructor of the ColorPickerDialog:
public ColorPickerDialog(Context context,
OnColorChangedListener listener,
int initialColor) {
super(context,android.R.style.Theme_Holo_Light_Dialog_NoActionBar);//set you favorite theme
//super(context); //This is the normal constructor
mListener = listener;
mInitialColor = initialColor;
}