We plot the residuals with the independent variable to check the whether the model is best for our data.

If the data points in the plot are randomly distributed then Linear Model is applicable otherwise not.

http://stattrek.com/regression/residual-analysis.aspx

Can anybody explain here with proper inference?

Thanks in Advance!