The install disc is just that, a CD from which you install the distro. The ISO image is on the latest cover DVD.
I've not seen the problem you mention, test installs here worked fine, but fingers99's suggestion sounds worth trying.
"Insanity: doing the same thing over and over again and expecting different results." (Albert Einstein)