We know that the volume of higher dimensional sphere is inversely proportional to the number of dimensions. Hence, as the we increase the number of dimensions keeping the radius fixed, the volume of the sphere tends to zero.
On the other hand, if we increase the number of dimension in case of cubes or polyhedra (to be specific), the volume increases. Hence, the volume of an infinite dimensional hypercube is infinite.
Now, in the context of topology, a sphere is homeomorphic to a cube or parallelepiped, in the case of infinite dimensions... where the volume of the sphere is infinite and the volume of the hypercube is infinite... Does that imply that an object of volume of the magnitude zero is homeomorphic (that it can be continuously transformed) to something which has the volume of the magnitude Infinity?
Perhaps this is not a new problem to the topologists, or maybe it is not a problem at all to them... But it is confusing me.
There are a couple of different issues going on here:
Here's the first problem: the volume of an $n$-dimensional cube whose side lengths are all $1$ is $1$ - for every $n$. These $1$s are not all the same thing, though, because they're measured in different units: e.g. if the side length is $1\mathrm{cm}$, then the volume is $1\mathrm{cm}^3$, or $1 \mathrm{cm}^4$, or $1 \mathrm{cm}^5$, etc. depending on the dimension.
Here's the second problem: you've jumped from a bunch of finite objects to an infinite object. There's no guarantee that you should be able to do this, or even that "volume" makes sense here any more.
Those two aside, here's the real point:
Homeomorphism doesn't preserve volume, or area, or length, or anything like that. It preserves notions like connectedness, openness, closed loops, and so on, but it's completely indifferent to most 'geometric' properties.