How to load a transparent Image from ImageList?

I want to load a picture (32 bit-depth, transparent) from a TImageList to an TImage. The standard approach would be ImageList.GetBitmap(Index, Image.Picture.Bitmap);. However the GetBitmap method doesn't work with transparency, so I always get a non-transparent bitmap.