Or a temperature inversion from the water absorbing sunlight and heating the  air above it. 

I live in the tropics and often boat on very calm mornings where the water and land temperatures are the same. I played around with that horizon calculator and the observations that I see, when I can expect to see the beach on islands as I approach, when I can see small fishing boats. The calculator matches what I see