Since you are responsible to manage the operating system yourself (selection, updates etc.), it is Infrastructure-as-a-Service (IaaS). More than that, Azure VMs are labeled as IaaS, as from official descriptions from Microsoft itself. This is particularly relevant as it is a potential question for AZ-900 certification.