I cannot seem to load Mail on my computer nor from iCloud directly. Working fine yesterday.
If the Mail program itself is opening, the problem may lie with your email provider. Their server may be down.
To get more visibility, use:
Mail > Window > Activity ... and
Mail > Window > Connection Doctor ... to look around.
Retrieving data ...