So, when are you going to visit the Big Island?
From December to March, most of the regions are affected by the rainy season or even hurricanes! So that is not the best time.
In winter (June to August), you can expect cool weather at higher altitudes. In short, the best moments to go are spring and autumn, when the climate is less hot and the weather is quite dry.