Coming with oil in it means nothing. Could have sat for 20yrs with oil in the sump for all anyone knows.
Sounds like the pumps dry. Its hassle but i'd whip it off and prime it or if you wanna chance it, keep cranking with plugs etc out till you hopefully see pressure (will probably need a jump pack across the battery otherwise you'll kill off that - oh and try not to burn out the starter too)