I have rebranded my website and as a result the icon that is associated with my Google API app is now obsolete:
I can't find anywhere in the Google Developer Console to choose a new image.
So to the Credentials page:
Then click on the OAuth consent screen tab:
Finally, you can specify the URL to the logo: