Looks like a recent minor or patch update is to blame: "Start debugging" does not work anymore in 1.1.33 / Ubuntu · Issue #2004 · julia-vscode/julia-vscode · GitHub.
As the issue notes, you can still invoke the debugger from the REPL. I’d also have a look at the extension output to see if it’s logging or throwing anything fishy.