Because when you look at a line equation written in the form y = ax + b, the coefficient a can be calculated as rise / run, so if you call that number the slope, you can also read it off the equation.

Additionally, you should think of the slope as a measure of the steepness of the line, so steeper lines should have bigger slopes. Rise / run fits this intuition; run / rise does not.