Osei was born in 1918 in the Eastern region of Ghana. He attended Manyakpongunor Presbyterian Primary School and Bana Hill Presbyterian Middle School where he obtained his Standard Seven Certificate. He worked as a farmer and as a businessman before going into parliament.