The unit is worn. As the oil gets hot, it gets thinner, and the (worn) pump can no longer generate enough pressure to operate it properly.
A thicker grade of oil will provide a temporary fix, but really it needs to be rebuilt, or replaced.
phil_saunders(a)bigfoot.com
Phil Saunders, June 2012