Yup, neither particles nor waves fit the quantum world completely, but people chose to think about all this as strangely behaving particles, not strangely behaving waves which would be much easier because there would be no need for collapse of probability distribution to a particle and concept of same particle being in multiple places as waves could be naturally more blurred or more sharp.

Ultimately it doesn't matter because math is the same.