Cauchy product of series, all three series convergent

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Let $\sum_{n=0}^\infty a_n$ and $\sum_{n=0}^\infty b_n$ two (not necessarily absolute) convergent series. We denote their Cauchy product by

$\sum_{n=0}^\infty c_n$

where $c_n=\sum_{l=0}^n a_lb_{k-l}$.

Assume that $\sum_{n=0}^\infty c_n$ converges. Is it true that in this case we have that

$(\sum_{n=0}^\infty a_n)\cdot (\sum_{n=0}^\infty b_n)=\sum_{n=0}^\infty c_n$.

Can this be seen "easily" (in an elementary way)?