After the upgrade of Visual Studio 2017 Community Edition to ver. 15.7.3 all debugging suddenly launched a new browser window. This is annoying.

The solution is this:

Tool > Options > Projects and Solutions > Web Projects

Uncheck: "Stop debugger when browser window is closed".

I found the solution here:

Stack Overflow