Dutch usually refers to people from the Netherlands.
Germans call themselves Deutsche, so they are also occasionally referred to as Dutch.
A big difference between them is in the languages spoken.
People from the Netherlands speak Dutch, while Germans speak Austrian. /s
Evidently, dude wouldn’t agree to go dutch with her!