If the application references the unit you were shown, and references a price for that unit which they say is no longer available (even though the unit is still available at a higher rate), you have a good case for arguing that there was never a "meeting of the minds" due to "mutual mistake", and that the contract should be rescinded.
Of course, if they disagree, you will likely have to pursue that claim in small claims court.

