It happened around 9pm Saturday on Beechnut near Baneway.
Witnesses say the man was speeding and weaving in and out of traffic when he lost control.
His sports utility vehicle went into a grassy median before hitting the tree.
Officials said he died at the scene. His identity has not been released.