Bachelor's Button, Cornflower (Centaurea cyanus) Looks a lot like your flower, it's an annual but reseeds quite prolifically.
Thanks Toni. Yep, this does look like Bachelors button. They are growing in the wild though - that too in a very dry land. Guess they are need less