You are correct that Jesus saves, every 1st grader in Bible class learns this.
And when does Jesus save?
Baptism, which is like that water, now saves you. Baptism doesn’t save by removing dirt from the body. Rather, baptism is a request to God for a clear conscience. It saves you through Jesus...