Everything tastes, more or less, like chicken.
The egg shell colour has no effect at all on taste.
Most people prefer brown eggs because they think the white ones look too thin and brittle. There have been pale blue chicken egg shells and speckled ones.
There are more chickens in the world than there are people.
LTS