I have a few issues with your logic.
1. Mobiles won't be getting left behind by consoles for one reasion: There's a new "generation" of smartphones and tablets every year. Nvidia's Project Shield is already putting out console-like graphics, and, thanks to the rapid development of mobile chipsets, it's estimated that Tegra devices will surpass the Xbox 360 by 2015. The Wii U will be next. Sure, the games might look worse than PS4 blockbuster titles, but the difference won't be big enough to sway the average consumer.
2. Mobile games continue to grow more varied and more complex. At the same time, more and more consumers are switching over to mobile gaming. Also add to that the fact that the majority of developers are working on mobile games at this point, so there'll always be something new to play. Considering all this, and the fact that the Angry Birds "fad" is still lasting, the thought that mobile gaming will be dying out any time soon seems like purely wishful thinking.
3. If you've read up on many of the new "next gen" engines, they all have one focus in common: scalability. They've seen the growing mobile market, and they want in on a piece of that pie. Soon enough, we'll probably be seeing console games getting delayed, cheaper, releases on tablets. Maybe it'll start with yearly sports titles like Madden and Tiger Woods, but soon enough AAA titles will start appearing on tablets as well. There'll be no saving console gaming at that point.