The catalytic deoxygenative reduction of hydrazides to the corresponding alkyl hydrazine with PhSiH3 via B(C6F5)3‐catalyzed hydrosilylation is reported. This metal‐free protocol is compatible with various acylhydrazides and diacylhydrazides, giving rise to a variety of structurally diverse alkyl hydrazine products in 63–95% yields. The proper selection of borane catalyst and hydrosilane reductant is essential for catalysis. Mechanistic investigations reveal that the reaction involves a hydrazone intermediate.