In 3 to 4-quart slow cooker, layer mushrooms, rice, celery, carrots, soup mix and sugar. Pour water and broth over top.
Cover; cook on Low setting for 6 to 8 hours.
About 10 minutes before serving, gently stir thawed peas into soup. Cover; cook an additional 10 minutes or until peas are thoroughly heated.