What copper oxide is being created upon electrolysis?
It appears to be copper hydroxide or copper carbonate.  Copper oxide tends to be black/grey/brown.  Copper hydroxide is blue and copper carbonate is green.  Copper carbonate forms when the hydroxide is exposed to CO2.

If you would like to dissolve it, try an acidic solution.