The problem reported in the .metadate/.log file was:
org.eclipse.swt.SWTError: XPCOM error -2147467262
at org.eclipse.swt.browser.Mozilla.error(Mozilla.java:1638)
at org.eclipse.swt.browser.Mozilla.setText(Mozilla.java:1861)
at org.eclipse.swt.browser.Browser.setText(Browser.java:737)
at org.eclipse.jdt.internal.ui.infoviews.JavadocView.doSetInput(JavadocView.java:928)
at org.eclipse.jdt.internal.ui.infoviews.JavadocView.refresh(JavadocView.java:776)
at org.eclipse.jdt.internal.ui.infoviews.JavadocView.setBackground(JavadocView.java:763)
Quickly I entered it in Google and came to the answer.
1) sudo apt-get install xulrunner
2) Append the following line to your eclipse.ini file:
-Dorg.eclipse.swt.browser.XULRunnerPath=/usr/lib/xulrunner
Violla.
It worked.