The issue was solved. I found it was caused due to some modification since version 1.4.0.
Open “.vscode\extensions\julialang.language-julia-1.5.6\package.json” (as below screenshot),change ”configuration”–>”julia.executablePath”–>”scope” from ”machine-overridable” into ”machine”, i.e. the same as in version 1.3.34.