Oh, and I looked at your link:
That switching adapter is rated for 2 Amps at 9 VDC.
The turbo express adapter is rated for 700 mAmps at 7 VDC
http://i667.photobucket.com/albums/vv33/royvegas/TurboExpressACAdapter.jpg?t=1270447722I'm not intimately familiar with the internals of the TE's power circuitry, but the mismatch in voltage may certainly cause a problem. For regulated switching power supplies, you generally want to match voltage and have an adapter that is able to, at minimum, support the device's current draw (i.e., don't have to match current exactly, but for the TE, would need at least 700 mAmps at 7 VDC).
And, if I didn't emphasize it enough in my first post... well made switching power supplies/adapters are much superior to the old linear regulated or unregulated supplies! Much less heat and power draw.