Let's assume the relationship : X => Y (X leads to Y)
then one of the assumption behind this causality is that Y shouldnt cause X i.e. the effect shouldnt cause "cause" In other words, Y =/=> X....Equation 1 (I am using concepts from LR Bible)
Secondly, another assumption that can be made is that when there is no cause (~X) then effect shouldnt happen (~Y). In other words, ~X => ~Y. ....Equation 2 (I am using concepts from LR Bible)
Now, if we take contrapositive of Equation 1, CONTRAPOSITIVE (Y =/=> X ), we get ~X =/=> ~Y which is completely different from Equation 2 (i.e. ~X => ~Y) ....
Both the equations are assumptions. While one says ~X doesnt cause ~Y, the other one says ~X causes ~Y. I am lost

I know that I am being mistaken somewhere. Not sure where.
Can you please help me?