You should! With the half " of rain we've had in the past week, I've filled 3 35gal trash cans from a 12 X25 section of roof. It isn't clean because I hadn't hosed off the roof and gutters, but it will settle and be good enough to water my orchids for quite awhile.
With the rain you get, you wouldn't need the roof.
