Hi, to describe the man's clumsy, rough hand with the banch of flower, it can stress the beauty/sweetness/daintiness of the flower more and such the usage it is not unusual at all.
無骨 can also be interpreted clumsy, unmannered, rough, unsofisticated due to context.