Yes, is possible, just using following code:
mChart.setDescription(""); // Hide the description
mChart.getAxisLeft().setDrawLabels(false);
mChart.getAxisRight().setDrawLabels(false);
mChart.getXAxis().setDrawLabels(false);
mChart.getLegend().setEnabled(false); // Hide the legend