Packages should be in the cache /var/cache/apt/archives
If they are not, you may run apt-get with the "clean" option or you may have something different configured via apt.conf or /etc/apt.conf.d/
Have a look at your cache settings:
Code:
$ apt-config dump|grep -i cache