It's a myth.
The Round Earth concept dates back thousands of years ... it was known in the time of the Ancient Greeks.
The first person to measure the size of the Earth was Eratosthenes
So .... Columbus?
He believed in a faulty size of the Earth, smaller than Eratosthenes had found.
He thought it was not very far to India, Japan and China if he sailed across the Atlantic.
This map gives an idea of how Columbus saw the situation.
If the 'New World' had not been there, his sailors would have starved.
When did the 'round earth' concept start?
The fleet sailed South, down the Red Sea, and followed the coast of Africa - all the way to the southern tip (The Cape of Good Hope)
Then West and North, until they turned East, to re-enter the Mediterranean at the Straits of Gibraltar.
When they were in the southern part of their journey, the Sun was in the northern part of the sky.
Many people, including Herodotus, did not believe them.
So... at that time the roundness was not understood.
A hundred years later Aristotle was suggesting the roundness of the Earth.