I had the same problem, but, looking on the web, I found a solution. Simply, I installed SAGA from other repository (Installing SAGA GIS 2.1).
Try the following commands from a command line:
sudo add-apt-repository ppa:johanvdw/saga-gis
sudo apt-get update
sudo apt-get install saga
I hope it works.
