It is possible to read ARGB32 images but they are not correctly imported.
Here I simply opened one of the test images in GIMP and exported it as a RGBA png. Left the original 24-bit RGB image, right the new 32-bit RGBA image:

The image loader recognizes both images as having 3 dimensions