Arduino Nano ISP turns into the target program (as well as target MCU)
I'd add a comment but can only add an answer, sorry.

You need to add a capacitor between reset and ground on the 'programmer' Arduino. 10uF, make sure that you get the polarity right.

This prevents the nano from being reset into programming mode when you upload the blink sketch. You can also use the normal upload icon then.