Long-term interest rate and stock market correlation
Many organisations borrow money to purchase shares (trading on margin). Their enthusiasm for doing this will depend on the interest rate. So lower interest rates means more borrowing for purchasing shares, which means prices rise.

A similar thing happens with other stuff that people tend to buy with borrowed money - like housing.