Fusing Township was named "Jiaoban Mountain." It was named due to the triangle shape of Fusing terrace during the 11th year of Ching Dynasty (1885) by imperial inspector Ming-Chwan Liu who came to Taiwan to conciliate the aboriginals. Fusing Township belonged to Hsinchu State during the Japanese colonial rule time and renamed to Jiaoban Township of Taoyuan County after the restoration of Taiwan. It was renamed again to Fusing Township on October 30, 1954.

Fusing Township is the only uplands township in Taoyuan County. It is a tourism area without pollution that is located upstream of Shimen Reservoir, with beautiful scenery surrounded by emerald green mountain, clear stream and is rich in products. Peaches are produced in Hualing, Sanguang, Gaoyi villages and Baling Lala mountain (was called Daguan mountain) as distributing center. Peach is a very important symbol of Fusing Township. There is a peach festival every year that attracts people from all over the world. The beautiful peach flower can also been seen during the festival.