Can I plug my electric single oven into a normal plug socket?

Not a good idea to do this. If you are speaking of a larger plug that needs the larger wall receptacle - then NO! There is no such adapter available on the market as this would take a 240V line.

What kind of plug does your oven have presently?

If the Plug on the end fits, sure.