The present invention relates to a high linearity GaN fin-type high electron mobility transistor and a manufacture method thereof. From bottom to top, the transistor sequentially comprises a substrate, a buffer layer, a barrier layer, and a passivation layer. A source electrode is arranged at one end above the barrier layer and a drain electrode is arranged at the other end. The passivation layer is arranged above the barrier layer between the source electrode and the drain electrode. A groove is arranged in the passivation layer. A T-shaped gate is arranged in the groove. The transistor is characterized in that GaN-based three-dimensional fins in periodical arrangement are etched only on the barrier layer and the buffer layer in an area below the groove, the length of the GaN-based three-dimensional fins is equal to the length of the groove, and an isolation groove that is etched is arranged between adjacent GaN-based three-dimensional fins. The transistor has high linearity and output current, strong gate control capability, good heat dissipation performance, and high frequency characteristic. The manufacture method is simple and reliable, and is applicable to high power, high linearity microwave power devices.