Do engineers become scientists?

Yes, they can become scientists. The key is to get attracted by an idea and work with it for long. By the way engineers get better pay than scientists.

What’s the difference between an engineer and a scientist?

Scientists tend to explore the natural world and discover new things about the universe and how it works whereas engineers apply that knowledge learnt in order to solve practical problems, often focusing on cost, efficiency and other limits.