In the beginning, I thought of infinity as something inaccessible. Which can't be reached. And when something can't be reached ( with 'reached' i mean can't be known) its properties were automatically considered as weird.
But in the book " one two three...... Infinity" by George gamow it is written that there are three kinds of infinities :
- Infinity no. 1- corresponding to number system ( one dimension)
- infinity no. 2- corresponding to set of points in plane ( two dimension)
- Infinity no 3- corresponding to three dimensional space.

When three infinities are there, then the so called inacessibility of infinity is somewhat hurt.
Second guess is that it is a large number, then why are it's properties different?
This behaviour is a fruit of Cantor's theory (nowadays generally accepted as the basis of mathematics). Actually, there are very many more different infinities (see any book on set theory)..
For Greeks, the infinity was "potential", i.e. just the possibility of going always further, but without possiblity of seeing the whole infinite thing (e.g. the set of natural numbers) at one moment. While the clasiical axiomatic construction of mathematics today permits you looking at such an infinite thing - you can "think the infinity" as completed, hence the name "actual" infinity.
The whole question is in fact very deep and is all about philosophy (in the best sense) and very often goes closely to almost theology..
(There are also approaches to mathematics that forbid infinity - google for finitistic mathematic.)