Can you change the PW while you are at home using PC and at mydlink.com then input the new PW on your phone?
Make sure you are inputting correct characters and not mis-typing incorrect characters.
What phone are you using? Apple or Android?
Try un-installing the app, then reboot your device then re-install it.