They are definitely seasonal, but when the season is depends on what part of the world they are growing in.
When my mum was at school, in the '50s, she and some friends cut the top off a pineapple - then a pretty rare thing - and gave it to Matron as a cactus. She took good care of it and was really puzzled as to why it didn't grow.