What sort of plug does it use?

 

The "small electric AC adapter" style, where the plug is metal and conductive?

 

Or is it like a small AC plug, like some older laptops?  The latter you could concievably wrap in pipe tape to make it bigger and fit tighter.

 

Worst case, the socket's probably the culprit then.