Caption doesn't display

The plugin works, but email doesn't display image of the post.
It gives only the line [caption id="attachment"
It's on a brand new installation, no plugin installed yet (only Askimet), no rules in .htacces
The settings are on Excerpt mode
So I'm wandering why
Could you help or fix this bug ?