I am using Design Support Library version 23.4.0. I have enabled the gradle flag:
defaultConfig { vectorDrawables.useSupportLibrary = tr
Use AppCompatImageView instead of ImageView as said by Harish Gyanani in comments , it works fine with this for me.
AppCompatImageView
ImageView
Official docs