So I've finally decided to give Visual Studio a try. Instructions in INSTALL work like a charm, thanks!
Only thing to note, if you have VS other than 2017, change the generator in CMakeSettings.json on line 5 to something appropriate.
Also at least for me, no support files were copied to the build location, so before you can launch your game, you have to manually copy Graphics, Music, Script and Sound folders.