I dare say it has less to do with a candidate’s stance on the issues, than his perception as a leader....and Romney simply didn’t have the looks of a good leader in peoples’ eyes.
Do you think everyone who voted for Reagan twice agreed with him on everything? I suspect a relatively small number agreed with Supply-Side economics. But what they saw in Reagan was a leader.