You can use the command wget
to download from command line. Specifically, you could use
wget http://download.oracle.com/otn-pub/java/jdk/7u10-b18/jdk-7u10-linux-x64.tar.gz
However because Oracle requires you to accept a license agreement this may not work (and I am currently unable to test it).