Let's consider a simple example: I have two attributes X1 and X2, each has n values; response variable is Y.
Using the two attributes together to fit a linear model (beta is 3-dimensional), get RSS; Using only X_i to fit a linear model (beta is 2-dimensional), get RSS_i (i=1,2)
It is...