As many answers here may imply too-far a fall from riches, perhaps:
Newly Middle-Class
Recently Reduced
- Newly Middle-Class
- Recently Reduced
If it was not a recent change to their status, I like:
Once-Wealthy
- Once-Wealthy
...as it gives a subtle alliteration that is not obvious in the spelling.