Torque is not the equivalent of force for rotation. Torque is a measure of distance for a force. The definition of torque is exactly the moment of force
$$\mathbf{T} = \mathbf{r} \times \mathbf{F}$$
Conversely, velocity isn't the equivalent of rotational velocity. Velocity is a measure of distance for rotational motion. The definition of velocity is exactly the moment of rotation
$$ \mathbf{v} = \mathbf{r} \times \boldsymbol{\omega}$$
Additionally, angular momentum is the moment of momentum
$$\mathbf{L} = \mathbf{r} \times \mathbf{p}$$
Above $\times$ is the vector cross product
The fundamental relationship in mechanics, is newton's 2nd law, and Euler's law of rotation as commonly expressed at the center of mass C:
$$\begin{aligned}
\mathbf{F} & = \frac{{\rm d}}{{\rm d}t}( m \mathbf{v}_C) \\
\mathbf{T}_C & = \frac{{\rm d}}{{\rm d}t}( \mathrm{I}_C \boldsymbol{\omega}) \\
\end{aligned}
$$
But to understand them fundamentally consider the following tweak:
$$\begin{aligned}
\mathbf{F} & = m \frac{{\rm d}}{{\rm d}t}( \mathbf{r}_{\rm rot} \times \boldsymbol{\omega}) \\
\mathbf{r}_{\rm force} \times \mathbf{F} & = \frac{{\rm d}}{{\rm d}t}( \mathrm{I}_C \boldsymbol{\omega}) \\
\end{aligned}
$$
You can see now how the geometry (relative location vectors $\mathbf{r}_{\rm rot}$ and $\mathbf{r}_{\rm force}$) enter at different parts of the equations. And that is why you end up with an r multiplied for torque and divide for velocity.