He had been riding the bicycle along a cycling track on Ting Kok Road towards Tai Po. When he was near 68 Ting Kok Road, he reportedly lost control and fell to the ground.
The man was rushed unconscious to Prince of Wales Hospital. He was certified dead shortly after 7pm.
Police are appealing for witnesses.