A Scottish nickname for James [q.v.]. 

The word peem is defined in the Urban Dictionary as "a balding person with excessive dandruff" so it is possible that the nickname originated as a reference to this.  It has been used as a Tee-name [see FAQ #13] on the north-eastern coast of Scotland within certain families.