No. Major population growth has been happening since the times of the new world migration.
The only major time i can think of where there were major depopulation events are in the times of the Fertile Crescent civilizations and perhaps in Asia in Angkor Wat. In both of the scenarios this massive depopulation led to the extinction of those civilizations.