去掉文件名即可
public ActionResult Image()
{
string filePath = "D:\\123.png";
//return File(CommonHelper.GetImage(filePath), "image/png","123.png");//这种写法是错误的
return File(CommonHelper.GetImage(filePath), "image/png");
}