If by "weird relationship" you mean "supported it", then yes. Reagan was an out-and-out racist asshole, whose pro-apartheid policies were so extreme that his own party, despite itself being a party filled with racist fucks, nonetheless felt a need to override his veto to try to distance themselves from his over-the-top level of extremism.