Here's the answer:
“mon dieu !”
Watch a real native speaker say it:
Here's how it sounds in a textbook:
You could also say:
- oh mon dieu !
Fun fact: the hundreds of thousands of people learning French with Memrise get this phrase correct 95.82% of the time!