SEOUL—South Korea’s president called for scrapping the single five-year term limit on the nation’s leader to allow longer-term economic planning and support continuity in policy toward North Korea.

The surprise announcement by President Park Geun-hye during a speech to parliament pushes to the political front lines a long-running debate over reforming a constitution enacted in 1987.

Ms....