Considering the NRL is having a difficult time convincing kids in NSW and Queensland to participate I'd say absolutely it's the NRL's fault. It's an issue across the game, it's just more pronounced in Victoria because Aussie Rules has existed far longer as a sport.
Game has lost 12,000 males playing since 2015- 8% drop.