Well sadness is just when you are feeling down, for example your friend moved away so you are very sad for 3 days but you will get over it.
depression is a mental condition that invades the mind and can possibly bring you to suicide , or just make you mope and moan about nothing all day long.
i hope this is helping you a lot :D