Getting a mortgages as a non-US citizen is possible. However, the terms such as amount for down payment and interest rates are often not favourable. There are other ways to purchase a property in Arizona as a non-US citizen including, buying in cash or a Home Equity Line of Credit (HELOC) on your home in Toronto.
For more information, please consult a lender or another finance professional.