Yes. All the time.
First drama I watched, only did it because of Kim Ha Neul, 2nd drama was because of Song Joong Ki, then it was Ha Ji Won, etc etc, even now that I've watched so "many" dramas, I still do this. Only reason I gave Gu Family Book a chance was because of Lee Seung Gi.