Why is Euler's number 2.718 and not anything else?
Short answer: by definition so.
First paragraph of the Wikipedia article $e$ (mathematical constant):
The number $e$ is a mathematical constant that is the base of the natural logarithm: the unique number whose natural logarithm is equal to one. It is approximately equal to $2.71828$, and is the limit of $(1 + 1/n)^n$ as $n$ approaches infinity, an expression that arises in the study of compound interest.
... why is $e$ equal to that formula (which sum is approximately $𝟸.71828$)?
"That formula" is one of the equivalent definitions of the constant $e$. All the equivalent definitions has the same approximate value $𝟸.71828$.
I googled that many times and every time it ends in having "e is the base of natural logarithms". I don't want to work out any equations using e without understanding it perfectly.
Should you have any similar question in the future, the first thing you should ask is what is the definition of the mathematical object that you are confused about.
For history of the constant $e$:
https://en.wikipedia.org/wiki/E_(mathematical_constant)#History
[Added to respond to a comment below.]
The way you phrase your question is problematic. The constant $e$ is not discovered by mathematicians. It is defined to be the constant $\lim_{n\to\infty}(1+\frac{1}{n})^n$, which has the approximate value $2.71828$. What mathematician do is nothing but give an interesting constant a name. If Bob calls his dog "Alpha", it does not make much sense to ask "Why is Alpha a dog, not a cat?" --- because Bobs calls his dog "Alpha"!
On the other hand, it is reasonable to ask what the "story" about $e$ is, where it appears and why it is interesting. I believe this is what you really wanted to ask.
You may want to take a look at this article:
An Intuitive Guide To Exponential Functions $\&$ $e$
Here is an excerpt:
Describing e as “a constant approximately 2.71828…” is like calling pi “an irrational number, approximately equal to 3.1415…”. Sure, it’s true, but you completely missed the point.
Pi is the ratio between circumference and diameter shared by all circles. It is a fundamental ratio inherent in all circles and therefore impacts any calculation of circumference, area, volume, and surface area for circles, spheres, cylinders, and so on. Pi is important and shows all circles are related, not to mention the trigonometric functions derived from circles (sin, cos, tan).
e is the base rate of growth shared by all continually growing processes. e lets you take a simple growth rate (where all change happens at the end of the year) and find the impact of compound, continuous growth, where every nanosecond (or faster) you are growing just a little bit.
e shows up whenever systems grow exponentially and continuously: population, radioactive decay, interest calculations, and more. Even jagged systems that don’t grow smoothly can be approximated by e.