Short answer
October still has mild weather and fewer crowds; December and February are quieter, wetter and windier, but cheaper. Generally, the cheapest months are outside summer (June–September) and holidays, especially late autumn and winter. Prices vary by island and airline, so compare flights and accommodation for your exact dates.
General information, not legal or tax advice. Rules and amounts change: confirm with official sources.