Not sure if I'm doing something wrong, but using a 3V battery, I get approx. 5rpm, with a current of 40mA.
1.8V: 0 rpm, 85mA
3V: 5 rpm, 40mA
6V: 12 rpm, 41mA
9V: 20 rpm, 50mA
12V: 30 rpm, 54mA
Calculating the resistance required when using a 9V battery gives: (9V - 3V) / (0.04A) = 150...