Simply because that is how it remains conserved.

Lets look at the conservation of momentum first. Its a vector quantity. We define momentum p=m×v that way because that is how it remains conserved. Now not only the direction but the "lenght" of that vector is conserved. We can create a scalar quantity based of of that fact. So just a number and call it kinetic energy.