deBroglie taught us that particle wavelengths are inversely proportional to their momentum.

To probe smaller and smaller particles, requires smaller and smaller wavelengths. Which means, higher and higher momenta. Which means higher and higher energy.

This is why , to probe the smallest of particles, we need our high energy accelerators.