Can I purchase a Toyota vehicle directly from the manufacturer or distributor?

No.

All retail sales transactions of Toyota vehicles are processed directly through Toyota dealerships in Canada, so you must contact a Toyota dealer.

Toyota Canada is the distributor of new Toyota vehicles in Canada and is responsible for the warranties