@retroStuFf said in lr-mame2003 clear button mapping:

E in iOS retroarch and MAME4iOS

And yet 2 years later, I just needed to accomplish the same and found that the key is to quickly hit <del> two times (like a 'double' click).
This really resets the selected input to 'none'.

Hope this helps anyone reading this some time..