My take:
import java.util.Arrays;
public class RemoveArrayRow {
    private static <T> T[] concat(T[] a, T[] b) {
        final int alen = a.length;
        final int blen = b.length;
        if (alen == 0) {
            return b;
        }
        if (blen == 0) {
            return a;
        }
        final T[] result = (T[]) java.lang.reflect.Array.newInstance(a.getClass().getComponentType(), alen + blen);
        System.arraycopy(a, 0, result, 0, alen);
        System.arraycopy(b, 0, result, alen, blen);
        return result;
    }
    public static void main(String[] args) {
        double[][] d  = { {11, 2, 3, 4, 5, 6, 7, 8, 9, 0},
                          {12, 2, 3, 4, 5, 6, 7, 8, 9, 1},
                          {13, 2, 3, 4, 5, 6, 7, 8, 9, 2},
                          {14, 2, 3, 4, 5, 6, 7, 8, 9, 3},
                          {15, 2, 3, 4, 5, 6, 7, 8, 9, 4} };
        //remove the fourth row:
        // (1)
        double[][] d1 = concat(Arrays.copyOf(d, 3), Arrays.copyOfRange(d, 4, 5));
        // (2)
        double[][] d2 = new double[d.length - 1][d[0].length];
        System.arraycopy(d, 0, d2, 0, 3);
        System.arraycopy(d, 4, d2, 3, 1);
        System.out.print(d1.length);
        System.out.print(d2.length);
    }
}
(1)
If you exclude the concat() function used for concatenating two arrays, it's done in one line:
double[][] d1 = concat(Arrays.copyOf(d, 3), Arrays.copyOfRange(d, 4, 5));
See this question as well. That's where the code for the concat() function comes from.
(2)
This method is faster and only uses already available functions.