« Tomber des nues ».

Literal translation:
To fall from the clouds.

Meaning:
To fall off one’s chair.
To be completely taken aback.
To be very surprised.

Quand il a démissionné, je suis tombé des nues.
When he resigned, I was completely taken aback.