It wasn't starting the installation neither the Live CD. I finally figured it out yesterday.
First download the Alternate version of the Linux desktop. NOT the usual one. Easy to find on the Ubuntu website.
Secondly you need to disable the UEFI in your BIOS. Linux doesn't seem to support the UEFI for now.
Third, when you select the installation you need to select these parameters :
And voila. Install Ubuntu normally and enjoy your Linux desktop.