My most favorite RTS game is still the very first one I ever played: Dune II (which was also one of first RTS games ever developed). It blew me away. Then came WarCraft 1+2, C&C series, AoE, Dungeon Keeper. Good times.
Best RTS ever created (and #2 in my list of favorites): AoE II.