How does probe() call gets called? Who calls it? As per my understanding, __init() registers driver and then somehow probe()
Long story short: the probe() function of the driver is called as a result of calling the register_driver for that specific bus. More precisely, it's called by the probe() of that bus_type structure. In your case: i2c_bus_type.
Here's the call chain in your I2C case: