President Obama invoked FDR in making his case for a second term on Thursday night, replacing his hope-and-change mantra with a more sober challenge for a “harder” path to economic prosperity.

In an acceptance speech seemingly aimed at critics who said he has been short on substance, Obama coupled a call...