European officials have tried for months to learn whether to take seriously a euroskeptic American who presented himself as President Donald Trump’s preferred pick for ambassador to the European Union.

Now officials in Washington say that he is not and never was a candidate.

Since Mr. Trump took office, top officials and journalists in Europe...