DHCP is dobe automaticly in Azure, you don't deploy DHCP role as on local infrastructure.
You can deploy VNet and define subnet/pool of IPs you want to use. When deploying new VM, you need to specify you want to use that VNet and VM will automaticly be assigned IP from range you created for that VNet.
Mustafa Toroman, Azure MVP