"This is the wrong decision at the wrong time," Quayle added. "We need better decisions from the administration."
Rep. Ted Poe (R-Texas) added that if the administration rejects the pipeline, "the administration chooses poorly."
Pennsylvania Rep. Jason Altmire was the only Democrat to speak against the White House decision.
"I ask that the president reconsider his reported rejection of the project," he said.