I was able to freely scroll forward and backward in time. I can only go forward via the arrow keys one page at a time now. No idea why this is happening.
I tried a workaround at one point by clearing my calendar (methodical removal of plists, etc...) then restoring it from iCloud. After that restoration it didn't work. Next day scrolling worked. Day or two later, scrolling calendar stopped working and still doesn't.