Thank you very much for the hint and the link! Very helpful!
I had made the mistake to decrease the height of the whole slider-thing. ... and this did also override the height of the MySlider::handle:horizontal.
Now I correctly set the height of the groove here: MySlider::groove:horizontal.
And now I can use MySlider::handle:horizontal to have a larger and more beautiful handle.