Not necessarily, but it is rape if the woman becomes unconscious and it can get pretty ambiguous if the woman gets close to that state. The issue remains the same - consent - and a woman who passes out cannot be said to have consented to anything.
I'm probably dating myself here, but my mama always told me not to let strange men buy me anything -- let alone drinks . . .