First of all let's get the terminology correct: "distribute" refers to a property of two binary operations such as addition and multiplication,
$$a(b+c)=ab+ac\ .$$
Limits do not fall into this category. You might say that "limits preserve addition" or "limits respect addition" or "the limit of a sum is the sum of the limits".
What this means, more formally, is that
$$\lim(a_n+b_n)=\lim a_n+\lim b_n\ .$$
To put it even more carefully,
if $\lim a_n$ and $\lim b_n$ both exist, then $\lim(a_n+b_n)$ exists, and
$$\lim(a_n+b_n)=\lim a_n+\lim b_n\ .$$
You can easily extend this to the limit of a sum of three terms, or four, or any fixed number. However, in your example you have a sum of $n$ terms, which is not a fixed number - it increases as $n$ increases. So you have a situation in which your terms are getting smaller and smaller, but you are adding up more and more of them: so it should make sense intuitively that the sum might not tend to zero.
An example which works in much the same way as yours but with easier calculations:
$$\eqalign{
\lim_{n\to\infty}\Bigl(\frac{n}{n^2}+\frac{2n}{2n^2}+\frac{3n}{3n^2}+\cdots
+\frac{n.n}{n.n^2}\Bigr)
&=\lim_{n\to\infty}\Bigl(\frac{1}{n}+\frac{1}{n}+\frac{1}{n}+\cdots
+\frac{1}{n}\Bigr)\cr
&=\lim_{n\to\infty}1\cr
&=1\ ,\cr}$$
even though each term inside the brackets tends to zero as $n\to\infty$.
\infty. – David Jun 21 '17 at 03:34