The latest stable release is 2012.08, which can be downloaded here:
buildroot-2012.08.tar.gz or buildroot-2012.08.tar.bz2. This and earlier releases can always be downloaded from http://buildroot.net/downloads/.
You can also obtain Daily Snapshots of the latest Buildroot source tree if you want to to follow development, but cannot or do not wish to use Git.