Kalibata was born in Rwanda to a refugee in Uganda to parents who were smallholders. She holds a bachelor's degree in entomology from Makerere University and biochemistry, master's degree in agriculture, also from Makerere University in Uganda. She obtained her Ph.D. in entomology from the University of Massachusetts Amherst. 