If we have a cone with elliptical base, what would the conic sections be? If we cut the cone diagonally, would it be an ellipse again or a parabola?
Also, from the picture, can we still obtain the length of semi-minor axis from the formula $\frac{1}{2}\sqrt{AB*CD}$ which is true when we have a circular cone? (the cone in the picture is elliptical based and $BC$ segment is semi-major axis).
Consider the circular cone at the left of the sketch.
The cross sections obtained through an intersecting plane are well known.
If you rotate the plane around the axis of the cone ($z$), keeping firm the incidence angle, the sections will just rotate without changing their classification.
Now consider the cone on the right.
If you make a dilation/compression on the $x$ or $y$ axes, the angle of the plane with the cone generatrix in the section normal to that does not change.
You get a corresponding scaling on the conics which does not change their class, i.e. the number of intersections with the circle at $\infty$.
You have the cone with an elliptical base which is the subject of your question.
However, in this case the generatrices of the cone have a different angle wrt the axis, which spans from the minimum at the minor axis to the maximum at the major one.
Therefore, if the sectioning plane makes an angle with the axis that falls in that range, upon rotating it you may well pass from an ellipse to a parabola and to an hyperbola.