There are multiple ways to identify putative outliers. Once the rows with outliers are identified, use the hide and exclude option to remove them from calculations and hide them from graphs.
What you're looking for isn't a "Control Chart" but something like a Run Chart.
Try using Control Chart Builder"
JMP Systems Engineer, Health and Life Sciences (Pharma)