The biome that best fits the description of trees losing their leaves in autumn is temperate deciduous forest.

Here's why:

* Deciduous means "falling off at maturity" and refers to trees that shed their leaves seasonally.

* Temperate refers to the climate, which is characterized by moderate temperatures and distinct seasons.

Other biomes like tropical rainforests and boreal forests don't have the seasonal temperature changes that trigger leaf loss.