I posted a similar question recently and received some good replies which led me to the answer - the word 'that' is a Syntactic Pleonasm. Here is the link to the thread -
Also, wikipedia has an article about this, just search for 'pleonasm' (notice the word 'just' I used is pleonastic in this context).