Answer
False
Work Step by Step
Let $A$ be the non zero matrix and assume $B=-A$
then $A+B=0 \Leftrightarrow rank(A+B)=0$
Since $rank(A),rank (B)\geq 1$, we have $rank(A)+rank(B)\geq 2$
Hence, the statement is false.
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