Setting unknown font family gives garbage output

When setting the font family to a non existing font family, garbage is displayed.

QFont font;

font.setFamily("My Fancy Font");

With Qt 5.13.0 this worked perfectly and an existing default font for the platform was selected, but with 5.13.2 garbage is displayed. Setting an existing font family works flawlessly.