matplotlibrc

I have my matplotlibrc file tweaked to use nicer default colors for my plots. PyPlot does not seem to be reading matplotlibrc and instead uses the normal defaults. Is there a way to read matplotlibrc? If so then it could be used to select the backend as well (as long as MacOSX is supported for Mac).