The team was fined 1,500 euros (£1,295) for “improper clothing” at the European Beach Handball Championships last week.
“I’m very proud of the Norwegian female beach handball team for protesting sexist rules about their uniform,” tweeted the singer on Sunday.
“Good on ya, ladies,” she added.
“I’ll be happy to pay your fines for you. Keep it up.”