Well, some of these areas were found accidentally. European rulers would hire explorers to find different sea routes to other parts of the world. As in the case of Christopher Columbus, he thought he was in Asia but didn't realize he had discovered the Americas. So they found these areas and realized that they had valuable resources and people that could be enslaved to work for them. These countries were also in search of certain valuables.
