Energy Transfer Partners LP, the company behind the embattled Dakota Access pipeline, is continuing to pursue a court challenge to force the Obama administration to approve completion of the project instead of counting on a better reception from Donald Trump.

A day after the Obama administration put the brakes on the nearly 1,200 mile oil pipeline by denying a permit needed to finish the route, a spokesman for Mr. Trump said Monday that the incoming administration supports completing it.

But...