For $n=10$ there exists such a matrix of rank(4):
$$
\begin{pmatrix} \phantom{-}4 &  \phantom{-}0 &  \phantom{-}0 &  \phantom{-}0 & -3 &  \phantom{-}0 &  \phantom{-}0 &  \phantom{-}0 & -1 & -1 \\
               \phantom{-}6 &  \phantom{-}1 &  \phantom{-}1 &  \phantom{-}0 &  \phantom{-}2 &  \phantom{-}0 & -1 & -1 &  \phantom{-}0 &  \phantom{-}0 \\ 
                \phantom{-}8 &  \phantom{-}0 &  \phantom{-}3 & -3 &  \phantom{-}0 &  \phantom{-}0 &  \phantom{-}0 &  \phantom{-}3 &  \phantom{-}1 & -2 \\
               -3 & -1 &  \phantom{-}0 & -1 &  \phantom{-}0 & -1 &  \phantom{-}0 &  \phantom{-}1 &  \phantom{-}0 &  \phantom{-}0 \\
                \phantom{-}0 &  \phantom{-}0 &  \phantom{-}1 & -1 &  \phantom{-}2 &  \phantom{-}0 &  \phantom{-}0 &  \phantom{-}1 &  \phantom{-}1 &  \phantom{-}0 \\
               -7 & -1 & -1 &  \phantom{-}0 &  \phantom{-}1 & -1 &  \phantom{-}0 &  \phantom{-}0 &  \phantom{-}0 &  \phantom{-}1 \\
               -3 &  \phantom{-}0 & -1 &  \phantom{-}1 & -2 &  \phantom{-}1 &  \phantom{-}1 &  \phantom{-}0 &  \phantom{-}0 &  \phantom{-}0\\
                \phantom{-}3 &  \phantom{-}0 &  \phantom{-}0 &  \phantom{-}0 &  \phantom{-}0 & -1 & -1 & -1 & -1 &  \phantom{-}0 \\
                \phantom{-}0 & -1 &  \phantom{-}0 & -1 &  \phantom{-}0 & -2 & -1 &  \phantom{-}0 & -1 &  \phantom{-}0 \\
                \phantom{-}0 & -2 &  \phantom{-}0 & -2 & -9 &  \phantom{-}0 &  \phantom{-}2 &  \phantom{-}4 & -1 & -3 
\end{pmatrix}
$$
Hence we can improve the upper bound to $c=\log_{10}(4)=0.6021$. I found this matrix using matlab. However I did not find any solution with $n=7$ and rank 3.

To answer the question: Yes there exist solutions with only $-1,-0$ and $1$:

$$
\begin{pmatrix}
-1 & 0 & -1 & 0 & -1 & -1 & 0 & -1 & 0 & 0\\
1 & 1 & 0 & 1 & 1 & 0 & 0 & 1 & 0 & 1\\
0 & -1 & 1 & -1 & 0 & 1 & 0 & 0 & 0 & -1\\
-1 & 0 & 0 & 1 & 0 & -1 & 0 & 0 & -1 & 0\\
0 & 0 & -1 & -1 & -1 & -1 & -1 & 0 & 0 & 1\\
0 & 0 & 0 & 0 & 0 & -1 & -1 & 1 & -1 & 1\\
0 & 1 & -1 & 1 & 0 & 0 & 1 & -1 & 1 & 0\\
0 & 0 & -1 & -1 & -1 & 0 & 0 & -1 & 1 & 0\\
1 & 1 & -1 & 0 & 0 & 0 & 0 & 0 & 1 & 1\\
-1 & 0 & 0 & 1 & 0 & 0 & 1 & -1 & 0 & -1
\end{pmatrix}
$$

Here is the matlab code I used:
function mathoverlow_triangular

global n k nk
n=10;
k=4;
nk=n*k;

options=optimset('Jacobian','on');%'Display','iter',,'DerivativeCheck','on'

exitflag=0;

while exitflag~=1 %until a solution has been found

[x,~,exitflag]=fsolve(@(x) f(x),rand(2*nk,1),options);

end

[~,~,A]=f(x)

%find 0-1 pattern
nz=double(abs(A)>=abs(A'));
save('sol','nz');

for reps=1:1e4 %try this many times finding an integer solution

p=randperm(n);
ind=p(1:k);

B1=nz;
pm=1-2*(rand(n,k)>.5);

is=1;
B1(:,ind)=nz(:,ind).*pm;%.*randi(4,n,k)

for j=k+1:n
    nu=null(B1(B1(:,p(j))==0,ind),'r');
    %exclude those which give 0 on diagonal
    if size(nu,2)>0
        nu=nu(:,B1(p(j),ind)*nu~=0);
    end
    if size(nu,2)==0
        is=0;
        break;
    else
        B1(:,p(j))=B1(:,ind)*nu(:,randi(size(nu,2)));
    end
end
if is
    A=B1;
    [N,D]=rat(A);
    A=round(A.*(ones(n,1)*lcm_array(D)));
    A=round(A./(ones(n,1)*gcd_array(A)));
    A=round(A./(gcd_array(A')'*ones(1,n)));
    if max(abs(A(:)))==1
    %write tex code
    for i=1:n
        stri='';
        for j=1:n-1
            stri=[stri num2str(A(i,j)) ' & '];
        end
        disp([stri num2str(A(i,end)) '\\']);
    end
    disp('');
    save('sol','A');
    end
end
end



end

function [b]=lcm_array(A)

if size(A,1)==1
    b=A;
else
    b=lcm(lcm_array(A(1:end-1,:)),A(end,:));
end

end


function [b]=gcd_array(A)

if size(A,1)==1
    b=A;
else
    b=gcd(gcd_array(A(1:end-1,:)),A(end,:));
end

end


function [res,J,UV] = f(x)

global n k nk
U=reshape(x(1:nk),[n k]);
V=reshape(x(nk+1:end),[n k]);

UV=U*V';
Tnk=transposeT(n,k);
res=UV'.*UV-eye(n);       
Tnn=transposeT(n,n);
n2=n^2;
dUV=sparse(1:n2,1:n2,UV(:),n2,n2);
UVt=UV';
dUVt=sparse(1:n2,1:n2,UVt(:),n2,n2);
J=(dUVt+dUV*Tnn)*[kron(V,speye(n)) kron(speye(n),U)*Tnk];

end

function T = transposeT(n,k)
%derivative of transpose map
nk=n*k;
u=reshape(1:nk,[n k]);
v=u';
T=sparse(u(:),v(:),ones(nk,1),nk,nk);

end