Hello Kasim, yes it is possible to stop page loading on browser with Selenium Webdriver. You can use this command to stop page loading:
driver.findElement(By.tagName("body")).sendKeys("Keys.ESCAPE");
Or else, you can alternatively use JS Executor:
JavascriptExecutor js = (JavascriptExecutor) driver;
js.executeScript("return window.stop");