Honestly, the only times I really want to step foot inside the parks at this point is January-March or September-October.
Here's how I look at it:
Late March through April has the Spring Break crowds.
May through June has the Grad Night crowds.
June through August is peak summertime. Weather and crowds both are a no-no for me.
November through December has the holiday crowds.