Catholics pray the rosary because it's a powerful prayer to God, through His mother, Mary.
Praying the rosary has been a tradition in the Church for a long time. It's a bit fuzzy who made it more formal; some say it was Saint Dominic. What matters is that this prayer is super-powerful!
Throughout history, many saints have highly recommended that we pray the rosary.