Finally found the solution. Try the following:
try {
Field mDrawable = SearchView.class.getDeclaredField("mSearchHintIcon");
mDrawable.setAccessible(true);
Drawable drawable = (Drawable)mDrawable.get(your search view here);
drawable.setAlpha(0);
} catch (Exception e) {
e.printStackTrace();
}