I mean are there fruits that will kill me if I eat one that look like apples?

Yes, there are, they are called Manchineel. But that’s beside the point.

You can pick mushrooms your whole life and never be in any risk, you stick to the beginner friendly species and I would bet you need to be drunk and/or legally blind to make a mistake.