Remove the infected leaves. Diseases can occur during shipping. It is not uncommon. Roses are resilient and will bounce back from leaf removal.
I spray for the disease but some varieties are just susceptible to blackspot. The information on the HelpMeFInd link will usually indicate if the variety is prone to blackspot or other diseases.