You need to do the patch command from the packet source directory.
tar jxf binutils-2.18.tar.bz2
patch -Np1 -i binutils-2.18-configure-1.patch
mkdir -v ../binutils-build
Hope this helps.
Post is edited: patch step is now in the correct place (thanks to exvor for pointing this out).