Let $M$ be a Riemannian manifold and $TM$ its tangent bundle with $(1)$ horizontal lift connection, $(2)$ complete lift connection, $(3)$ diagonal lift connection or $(4)$ lift connection {\rm II}$+${\rm III}. We determine the infinitesimal projective transformations on $TM$. Furthermore, if $M$ is complete and $TM$ admits a non-affine infinitesimal projective transformation, then $M$ and $TM$ are locally flat.