I had the same problem ad after two days I solved it.
Unfortunately .NET Framework is available only for Windows and the only way to replace it is by Installing Mono: https://www.mono-project.com/
After you do that, close VS Code and reopen it, and the project should load without any problems.
All of this because of Microsoft, and I’m using Ubuntu. Oof.