What desktop to you use? On KDE4 there is a global "Mouse wheel scrolls by X lines" setting in System Settings > Input Devices > Mouse > Advanced. I also have a HiDPI screen and found increasing this from the default helped in all programs.
I don't see a similar setting in XFCE's mouse controls, though, and I'm don't have any other DEs installed to check.