The solid titanium catalyst component obtained by the above pre-polymerization is preferably washed using a saturated aliphatic or aromatic hydrocarbon such as hexane, heptane, cyclohexane, benzene or toluene, or a mixture thereof, so as to obtain an olefin polymerization catalyst having higher polymerization activity.