To change the color: System > Administration > Login Window > Local > Change the background color to whatever you want.

To remove it completely: System > Preferences > Sessions > Session Options > Uncheck Show Splash Screen on Login

There apparently is a bug in Ubuntu where users do not have this option, unfortunately I'm one of them :-(.