You don't have to remove the oil plug plate for an oil change. There's a plain filter inside that can be cleaned or replaced, but it isn't done often.
As I saw some oil around that plate, I thought that it could be leaking from there, supposing that an inexperienced mechanic unbolted it for any reason. O_o
By the way, Water Warrior's suggestions are right too.