You can start buying baby toys during the last trimester of your pregnancy or a few weeks before your baby is born. Newborns don't need many toys, so it's best to start with a few simple and cheap ones such as rattles, soft toys, or teething rings. As your baby grows, you can gradually add more toys to their collection based on their age and developmental stage.