I just got my singer going for the first time.  I had this problem when I threaded the needle left to right.  Try right to left.  So it comes down the end of the machine, through the obvious hook thing, then through a less obvious hook thing on the right , then through the needle right to left.
                 Steve Carter
                
 May 2007