How to manage requests with both OAuth and authorization challenge?

I have to make requests that have an OAuth Bearer token in the header to a server that proposes an authorization challenge to each request.
I cannot set two authorization methods to a request and I cannot see any “challenge” section to put the credentials into, how should I manage this case?