You're clearly only thinking about the curvature of spacetime with respect to space, not with respect to both space and time.
The space component of the curvature of spacetime in affects objects proportionally to the square of their speed, v2/c2. It has no effect on objects at rest.
Spacetime is also curved by the same amount with respect to time, and this affects all objects, including those at rest. If you plot against time the radial distance between a test object initially at rest and a gravitational source, then if space and time are measured in equivalent units, the curvature of that line is the same as the corresponding curvature of space. On its own, the curvature with respect to time has a similar effect to the Newtonian acceleration.
A light beam or a material object traveling near c is accelerated both by the curvature with respect to space and by the curvature with respect to time, so it is accelerated by twice the Newtonian acceleration.