How to change the current path to a directory that has an space on it's name?

You have to escape spaces in shell

So type cd Eclipse\ Indigo.

Also you can use quotes as well.

cd "Eclipse Indigo"

You can type cd Eclipse and then hit the TAB key. Linux shell will autocomplete for you.

You can always type just some chars and then hit TAB, for every filename, folder name... whatever.