Used when emphasis is on the pleasure received from the activity, rather than skill or income. He's an amateur gardener, growing roses for the pure joy of it.
Pro Tip 2/2
No Income Implication
Implies that the person does not receive payment for their activities. Despite her talent, she remains an amateur and doesn't sell her paintings.