In hindsight I should not have enabled L build stuff.
I am new to programming and I created a new Android Studio project which is throwing the Gradle errror right aw
The most simple solution (at least for me) would be:
Go to SDK manager (with Administrator rights), scroll down till the end, download "Android Support Library".
And it works (don't forget Administrator rights).