You must be turning off your heater before switching off your engine.
When you remote start Tundra, the heater/air conditioning defaults to the state when you preciously turned off the engine. Start the engine, turn on heater/AC, and then turn off the ignition. Now when you remote start the engine, heater/AC will also come on to the same settings it was previously running on.