Excluding the outliers will not have an effect on correlation as these outliers do not correspond with the rest of the data. You purposely exclude outliers to find an average (most likely the mean) as outliers are way out of the range of the other data, which then fails to represent the entire data. The scatter graph will not be weaker it will be stronger (a better phrase for saying this is that it will be more reliable).