What about checking out picture dictionaries from the library? Then sit and interact with him and the book in short spurts. Then when he sits with them by himself he has the pictures to remember your going over the words with him.

Used bookstores are great places to find piles of picture dictionaries.

...reading is pleasure, not just something teachers make you do in school.~B. Cleary