Lotteries are a comparatively cheap form of entertainment.

Rich people can go to tennis matches, get a pilot's licence, and buy stock options. Poor people have much fewer alternatives.

The prospect of becoming rich isn’t as enticing when you’re already rich. What would a rich person who wins the lottery do? Quit their job I guess but mostly quality of life unchanged. They already have most of what they want. Not the case for poor people.