Is it normal to get diabetes due to multiple pregnancy?

Not uncommon. It's never 'normal' to have diabetes, but gestational diabetes with multiples is not uncommon.
No. It is not normal to get diabetes from multiple pregnancies. Pregnancy does not cause diabetes unless you become progressively obese after the pregnancies. Obesity is the number one cause of type 2 diabetes.