Anisophyllea ferruginea is a tree of Borneo in the family Anisophylleaceae. The specific epithet ' is from the Latin meaning "rust-coloured", referring to the leaf hairs.
Anisophyllea ferruginea grows as a tree up to tall with a trunk diameter of up to . The bark is smooth to cracking or fissured. The ellipsoid fruits measure up to long.
Anisophyllea ferruginea is endemic to Borneo. Its habitat is mixed dipterocarp forest from sea-level to altitude.