This gist describes the configuration required for Spring reactive WebClient to make a call to an OAuth2 protected resource through OAuth2.0 Client Credentials Grant Type Flow.
Assumption is that the Authorization Server supports OpenId Connect 1.0 specifications.
Adding this to the configuration solved it: