No, gravity exists. How it works is a theory. In scientific terms a theory is something that hasn't been disproved yet. So far gravity works as predicted pretty damn well. LIGO confirms our best (100 year old) theory of gravity.
The only fly in the ointment is quantum - damn, where are my dried frog pills.