Some programs that are used to open your downloaded image show transparency differently and can then cause your image to appear to look differently than it really is. For example, see the screenshot below of how the exact same image can look, depending on what program you open it up in.
Top-left: Photos
Top-right: Microsoft Office Picture Manager
Bottom-left: Paint
Bottom-right: Paint 3D