That he learned calculus when he was younger doesn't really explain how he so easily transitioned into mathematical physics after a liberal arts education.
Calculus is relatively basic compared to grad level work in that area.
Calculus is relatively basic compared to grad level work in that area.
This suggests calculus was all he knew before at least college (for some value of "a long time").