Surely if you're into astronomy you're a geek!
As a perceived non-geek for many years (playing AFL) I can say with 100% surety that perceived non-geeks would definately perceive amateur astronomers as geeks.
I think everyone outside the sciences perceive amateur astronomers as geeks.